{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Consensus Motif Search\n",
    "\n",
    "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/TDAmeritrade/stumpy/main?filepath=notebooks/Tutorial_Consensus_Motif.ipynb)\n",
    "\n",
    "This tutorial utilizes the main takeaways from the [Matrix Profile XV paper](https://www.cs.ucr.edu/~eamonn/consensus_Motif_ICDM_Long_version.pdf).\n",
    "\n",
    "[Matrix profiles](https://stumpy.readthedocs.io/en/latest/Tutorial_The_Matrix_Profile.html) can be used to [find conserved patterns within a single time series](https://stumpy.readthedocs.io/en/latest/Tutorial_STUMPY_Basics.html) (self-join) and [across two time series](https://stumpy.readthedocs.io/en/latest/Tutorial_AB_Joins.html) (AB-join). In both cases these conserved patterns are often called \"motifs\". And, when considering a set of three or more time series, one common trick for identifying a conserved motif across the entire set is to: \n",
    "\n",
    "1. Append a `np.nan` to the end of each time series. This is used to identify the boundary between neighboring time series and ensures that any identified motif will not straddle multiple time series.\n",
    "2. Concatenate all of the time series into a single long time series\n",
    "3. Compute the matrix profile (self-join) on the aforementioned concatenated time series\n",
    "\n",
    "However, this is not guaranteed to find patterns that are conserved across *all* of the time series within the set. This idea of a finding a conserved motif that is common to all of the time series in a set is referred to as a \"consensus motif\". In this tutorial we will introduce the \"Ostinato\" algorithm, which is an efficient way to find the consensus motif amongst a set of time series."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Getting started\n",
    "\n",
    "Let’s import the packages that we’ll need to load, analyze, and plot the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import stumpy\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from matplotlib.patches import Rectangle\n",
    "from scipy.cluster.hierarchy import linkage, dendrogram\n",
    "\n",
    "plt.style.use('https://raw.githubusercontent.com/TDAmeritrade/stumpy/main/docs/stumpy.mplstyle')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading the Eye-tracking (EOG) Dataset\n",
    "\n",
    "In the following dataset, a volunteer was asked to \"spell\" out different Japanese sentences by performing eye movements that represented writing strokes of individual Japanese characters. Their eye movements were recorded by an electrooculograph (EOG) and they were given one second to \"visually trace\" each Japanese character. For our purposes we're only using the vertical eye positions and, conceptually, this basic example reproduced Figure 1 and Figure 2 of the [Matrix Profile XV](https://www.cs.ucr.edu/~eamonn/consensus_Motif_ICDM_Long_version.pdf) paper."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "Ts = []\n",
    "for i in [6, 7, 9, 10, 16, 24]:\n",
    "    Ts.append(pd.read_csv(f'https://zenodo.org/record/4288978/files/EOG_001_01_{i:03d}.csv?download=1').iloc[:, 0].values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing the EOG Dataset\n",
    "\n",
    "Below, we plotted six time series that each represent the vertical eye position while a person \"wrote\" Japanese sentences using their eyes. As you can see, some of the Japanese sentences are longer and contain more words while others are shorter. However, there is one common Japanese word (i.e., a \"common motif\") that is contained in all six examples. Can you spot the one second long pattern that is common across these six time series?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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Tqampjv8zMzNFUVFRpeddtGiRACDeeeedCsvt9d20aVOV9blcdHS0UCgUYvr06VX+fP75546yBoNBBAYGihYtWgibzVbheWbPni0AVCh/4sQJoVQqRZcuXURubm6F8jNnzhQAxMcff+xSPQGI1q1bV1r+5ZdfCgCiWbNmQgghtm7dKgCItm3bioKCAke5goIC0aZNGwFAbNu2zbG8a9euQq1Wi6ysrErPnZOTU6kOAwcOrLCsqs/XWXR0tIiOjq6w7D//+Y8AIO6///4K7+ORI0eERqMR/v7+Qq/XO5bbP1OdTidOnz7tWF5aWipatWolZDJZhX2mJm3bthUAREZGhmPZzTffLNq0aSOEEOKHH34QAMSBAwcc6x966CEBQKxcubLSawMg7rjjDmE0Gh3L169fLwCIESNGVChf3b5Z1fv66quvCgBixowZFd4jvV4vbrrpJqFWq116zXv27BEAxKhRoxzL0tLSBADx/vvvCyGEGD58uIiLi3OsNxqNQqvVCj8/P2G1WoUQQiQkJAgAAoB44403qtxWVZ91bcfjwIEDxeW3HvZzilKpFNu3b3cst1gsYtCgQQKA2LVrl2P5mTNnhEKhEFFRURX22aKiItG+ffsq39/q2Ov7448/1liuf//+AoDYsGGDY1l1x0JV74tddXWr7/P0fffdJwCIb775psLyjIwMERkZKYKDg0VZWZljuf1z6dmzp+O7QwghTp8+LZRKZaVzkbvn3csfd/n7ff78+Upli4qKRFxcnNDpdKKkpMSx3HnffP311ys8xv49MWTIkArLExMThcViqbDMZrOJhx9+WACosN8J4f6x7s7xe/ToUQFA3HnnnZVes8FgqPD95+5+UZ05c+YIACIsLEy8/fbbYtu2bVV+z9qZTCbRrFkz4ePjIw4fPlxh3bZt24RCoRC33XZbheX2z2Tq1KmO84gQQnz11VcCgHj88ccrlK/qXGCXk5MjfH19RdOmTUVSUlKFdfZz9lNPPeVY5rxP2M9zdq+//roAIGbOnFlheY8ePQQA8b///a/S9pOTk+tcl7FjxwoA4siRI1W+LiIiIroxMXhCRER0A1m2bJkAIB588MEKy3/88UcBQEyaNMmxrGPHjsLLy6tCQ5mdvRHnhRdecCyzN24999xzVW67LsGTqVOnVtmQ5w6bzSZ8fX3FoEGDKiyvS/DE3shS1U+nTp0qlH/++ecrNZoKIUT79u0rBKmEEOLpp5+uFKyws1qtIjg4WHTr1s2legIQgYGBjqDOv//9b0fQTC6Xi+XLlwshhKPxb9myZZWew74/TJkyxbGsa9euwsvLS+Tn57tUh/oInjRv3lyoVKoKDVJ2jz/+uAAgFi9e7Fhm/0zffPPNSuXt61avXl1r/YW4tO8tXbpUCCE1Cnp5eTka8lJTUysFtWJiYoRcLq8UALPvOxcuXKjydQcEBFRZ19qCJ1arVfj7+4uWLVtWCtIJIcTq1asFAPHpp5/W+notFovw9fUV3t7ejsbW77//vkIA4t133xUymUxkZ2cLIYTYsmWLo6HYzt4YGRYWVqHx+PLXXJ/Bk8vPZ87r5s6d61g2Y8YMAUD897//rVTevs/Xd/BkwoQJlY6z+gye1Od5Ojs7WygUCjF06NAq6zB37lwBQPz222+OZfbPZePGjZXK29dVFeCsr+BJdWbNmlWpo4B93/T39xfFxcUVyttsNtGhQwcBQFy8eLHW5z9w4IAj6OHMnWPd3ePX/nned999tdbP3f2iOlarVTz//PNCrVY7vutkMplo166d+Pe//y3S0tIqlF+5cqUAIN5+++0qn2/s2LFCLpdX+P6zB/MuD8qYzWahVCpF165dKyyvKXhi75zg/L3grGvXriIoKMjxv32fiImJqRC4cV43duxYx7K9e/cKAGLAgAFVPv+V1MUePDl79mytz01EREQ3DqbtIiIiuoGMGTMGgYGBWL58OebNmwcfHx8AcORAf/jhhwFI80wcO3YMEREReP/99ys9jz3Xe1Wpbnr06FFv9d27dy8AuJzSaOXKlViwYAEOHjyI/Px8WK1Wx7q0tLQrro9Go4HBYHCp7GOPPYbZs2fjq6++wpAhQwAAu3fvxokTJzB58mT4+vo6yu7evRsAsHbtWqxfv77Sc6lUKrfSCuXm5jrmFlAoFAgKCsKYMWPw/PPPo3///gDgmG+lqjke7MsOHz7sWDZ+/Hi8/PLL6NChA+655x4MGjQI/fr1u2qTBev1ely4cAFt27ZF06ZNq6zjggULcPjwYTzwwAMV1nXt2rVSeftzFBQUuLT9wYMHY/78+di0aRMmTJiAffv2oaSkxPHeREREoGXLlti0aRNeeOEFXLx4EQkJCejSpUuFCdXt/Pz8EBMTU2W97PMKuOvMmTPIz89HRESE4/N2lp2dDaDq4/RyCoUC/fv3xx9//IH9+/c75hvw8vJypOsZOHAghBDYvHkzxo0b55iPwL5/O+vUqdMVp5lzlauft33+gj59+lQqX9Wy+iAuS5VXn+r7PL1v3z5YrVYYDAbMmDGj0vpz5845nu+2226rsK62z8D+XVPfsrKy8P7772PNmjVISkqqNK9RVef9Ll26wMvLq8IymUyGfv364fjx4zhy5Igj/ZXJZMK8efOwdOlSnD59GsXFxRU+06qe39Vj3d3jt23btoiLi8MPP/yA5ORkjBkzBv3790fXrl2hUCgcj7uS/eJycrkcs2bNwiuvvII///wTu3fvxv79+3HgwAGcPHkSCxYswNq1a9GzZ08Al77LTp8+XeU+lJGRAZvNhrNnz1ZIAxYbGwtvb+8KZZVKJUJDQ10+Zztvf/fu3YiPj6+03mAwICcnBzk5OQgKCnIs79SpkyP9ol1V5xB3rkncrcv48eOxcuVK9OzZE/feey+GDBmC/v37IyQkpNZtERER0fWLwRMiIqIbiFqtxgMPPID//ve/+OmnnzBlyhQkJydjw4YNiI2NxYABAwAA+fn5EEIgNTW1ykYdu5KSkkrLnHODX6mCggLIZDKEh4fXWnbWrFl48cUXERwcjOHDh6Np06bQarUApLkEjEZjvdXLFa1bt8bAgQOxcuVK5OXlISAgwDHpq30OALu8vDwAwLvvvltv266tYUyv10Mul1c5sXloaCjkcjkKCwsdy1566SUEBgbiiy++wOzZszFr1iwolUrccsstmDNnTpWNhVdCr9c76lKVsLAwAKhQR7uq5raxz+ngHFCriX1Ca3uAwHm+E7uBAwfi559/htVqrXG+k+rqZK+XzWZzqU6Xs+83J06cwIkTJ6otV9VxWpUhQ4bgjz/+wObNm9GrVy/HfCf296579+7w9PR0BE9qes31eR6ojauft32fqm6fvxrS09Or3eaVqu/ztH1/2rFjB3bs2OHW89XHMeeuvLw8dO/eHRcvXkTfvn0xbNgw+Pn5QaFQ4PDhw/j111+rPO9X1xhtf0+czynjxo3Db7/9hlatWmHChAkICQmBSqVCQUEB/vvf/1b5/K4e6+4ev0qlEhs3bsSMGTOwcuVKx9waQUFBmDZtGl577TUoFIor2i+qExQUhAcffBAPPvggACkI8tRTT2HFihV47LHHHIFJ+2uqbW6py7dd03vmzv5j3/5nn31W6/adgyeu7r/2QEqTJk3qvS4TJkyASqXCnDlzsGDBAsyfPx8ymQyDBg3C7Nmz3ZorjoiIiK4f8tqLEBER0fXEPiG8fbTJwoULYbPZHKNOADhGRXTr1g1CStNZ5c/lE2oDqDQR/ZXw8/ODEMLRAFkdi8WCt99+GxEREThx4gS+//57fPDBB5gxYwamT58Ok8lUb3Vyx+OPPw6j0YglS5aguLgYy5YtQ7t27Sr1cre/33q9vsb3uz75+vrCZrM5ejc7y8rKgs1mqzA6RiaT4ZFHHsH+/fuRnZ2NVatWYezYsVi9ejVuvfXWem8gtW87MzOzyvX25c51rE+BgYGIi4vDmTNnkJ6ejs2bN6NVq1YVAnmDBg2CXq/HwYMHHUGW6oInV4P9td9111017jfffvutS89nr/umTZuQlpaG+Pj4CiOT1Go1evfujU2bNsFoNGL37t0ICgpyTObsrD7PA/XF/n5Vtc9Xt59dieLiYuzfvx8KhaLKkRlXqr7P0/bne+GFF2p8PueJuhvS119/jYsXL+Kdd97B9u3b8emnn+Ltt9/GjBkz0KtXr2ofl5WVVeVy+z5gb0jft28ffvvtN4wYMQInT57El19+iXfffRczZszAPffcc8X1r8vxGxQUhHnz5iE1NdUx8XhgYCCmT5+ODz/8sMLz1mW/cFVYWBgWL14MjUaDo0ePIjc3t8K2f/vttxq37RyErk/27R87dqzG7UdHR9fp+e0jLVNTU69KXcaOHYutW7ciLy8Pa9aswSOPPIItW7ZgxIgRbo3AISIiousHgydEREQ3mLi4OHTv3h07d+7E6dOnsXDhQigUCkyaNMlRxsfHB23btsWpU6fq7YbdnlbEnUZ2e2qZdevW1VguJycHhYWF6NWrV6Ue3vv376+UyuVaueuuuxAUFISvvvoKy5YtQ3FxMR555JFK5S5PeXItdOnSBQAcjf7OtmzZAgDV9nQNDAzEmDFjsGzZMgwZMgSnTp2qMi2JM3c/f19fXzRv3hzx8fFVNlTVVsf6YA8mrFu3Djt37qzU4Gf/f/Pmzdi8ebMj9dW10rZtW/j6+mL//v2OVDxXolOnTvD398eOHTscx1xVr/nkyZNYvXo1DAYDBg0aVC+BkrqcH9zVqVMnAMDOnTsrratq2ZWaNWsWysrKMGrUqGp71l+J+j5Pd+/eHTKZrM5p5FxRn5/z+fPnAQC33357pXXbtm2r9nGHDh2qctSFfbSNfT+xP/+tt95aIS1Wbc/vqis5fmUyGdq2bYv/+7//w99//w0AWL16NYCr8/1dFY1GA5VKVWGZ/busofahq719V69JrrQuvr6+GDlyJP73v/9h8uTJyMrKwp49e9x+HiIiImp4DJ4QERHdgOyjTx555BFcuHABt9xyS6XUWE8//TRKS0vx6KOPVtnQlJCQgMTERJe3aZ8HIiUlxeXHPPHEE1AoFHj99deRlJRUYZ3ziJSQkBBotVocPHgQpaWljjL5+fmYNm2ay9urb2q1GpMmTcKxY8fw5ptvQq1WO9KeOJs6dSqUSiWmTZuG5OTkSusLCgocc5TUF3uw7K233nKkMwKk0S/2VC/OAbW//voLFoulwnOYzWZHahJ7irTq1OXznzRpEsxmM1555ZUKI2+OHz+Ob7/9FjqdDmPGjHH5+dxlD558/PHHKC0trTQ/TGRkJGJiYvDdd98hMTERXbt2vSqN5NVRKpV48sknkZSUhBdffLHKBtjjx49X29P+cnK5HAMHDkRJSQlmzZoFT09PdO/evUIZezDlP//5D4D6G2lTl/3DXffccw/kcjlmz57t6CkPSGlz6itlHgAYjUZ8+OGH+M9//gNvb2/MnDmz3p77cvV5ng4LC8P48eOxc+dOfPTRR1WOdtuzZ0+Fc6y76vNztvfY3759e4XlP/zwA/78889qH5efn19pLpDvvvsOx44dw5AhQxzznVT3/CdOnKiXz9Td4zchIQEnT56sVMY+Ysb5HFxf+8WsWbOqTQE5d+5cFBcXo02bNggMDAQA3HHHHYiKisLs2bOxdevWSo8xm82V3k931bQPPfTQQ/Dx8cFrr71WZSq00tLSK+qk0L17d/To0QNbt27Fl19+WWm9c6Df3bps2LChyjnV7J9/bd+xREREdH3inCdEREQ3oHvvvRfPP/+8o6etPZji7PHHH8fu3buxaNEi7NixA8OGDUNERAQyMzNx+vRp7NmzBz/88AOaNWvm0jZ79+4NrVaLOXPmQK/XO0aIvPzyy9U+Ji4uDnPmzMHTTz+N9u3bY8yYMYiOjkZGRga2bt2KW2+9FXPmzIFcLsfUqVMxa9YsdOrUCaNHj4Zer8eaNWsQHR2NiIgI99+kKlgslionwbWbPHlypffjsccew6xZs5CWloYJEyY4GpmcdejQAfPnz8eTTz6J1q1b45ZbbkGLFi0ck6Zv2bIFkydPxhdffFEvrwMABgwYgGnTpuHTTz9Fhw4dHKljVq5cieTkZDz99NOOOXAAYMKECfD09ES/fv0QHR0Ns9mMv//+GydPnsSECRMQFRVV4/aGDBmCjz/+GI8//jjuvvtueHl5ISoqCvfdd1+1j3nppZfwxx9/YPHixTh16hSGDh2K7OxsLFu2DGazGd99991Vm4gakAIFcrkcx48fd/xfVZmFCxcCuLYpu+zeeustHDx4EHPnzsUff/yBgQMHIjg4GKmpqTh27BiOHDmCXbt2uTzp8ODBg/HLL7/g+PHjGDZsWJU9yz08PBzvSX29ZvscM6+99hpOnz4NnU4HnU6HJ598sl6eH5DmAnr55Zfx3nvvIS4uDnfffTeUSiVWrlyJuLg4HD9+vNKk0bVZvny5o3G5uLgYCQkJ2LJlC3JzcxEZGYklS5ZUmdasvtT3eXr+/Pk4c+YMXnrpJSxevBi9e/eGTqdDcnIyDhw4gHPnziE9PR2enp51qm99fs4TJ07EBx98gGnTpmHTpk2Ijo7G0aNHsX79eowdOxYrV66s8nH9+/fH3LlzsXv3bnTv3h1nz57FqlWroNPpMG/ePEe5Hj16oEePHvjpp5+Qnp6OXr164eLFi45UhcuXL6/Te+DMneP3yJEjuPPOO9G9e3d06NABYWFhSE1NxS+//AKFQuGYAwWov/1i8eLFePHFFxEXF4eePXsiJCQEBQUF2LVrFw4dOgStVovPP//cUV6j0WD58uUYNWoUBg4ciKFDhzr2/4sXL2Lbtm0IDAx0abL66gwZMgTLly/H3XffjVtuuQUeHh6Ii4vDrbfeiuDgYPz444+4++670alTJ4wcORJt2rSBwWBAUlIStmzZgj59+mDt2rV13v6SJUswaNAgPPbYY45jxGAw4MSJEzh06JAjMOtuXV544QVcvHgRgwYNQrNmzSCTybB9+3bs3bsXffr0Qd++fetcZyIiImpAgoiIiG5IDz74oAAgQkNDhdlsrrbcsmXLxLBhw4S/v79QqVSiSZMmYtCgQWLWrFkiOzvbUW769OkCgNi0aVO1z/XHH3+I7t27C61WKwAI50uJSZMmCQAiISGh0uM2bdokbrvtNhEQECDUarVo2rSpuOuuu8SOHTscZUwmk3j33XdFbGys0Gg0IioqSjz//POiqKhIREdHi+jo6ArP6Up9nUVHRzvqXN1Pdc/Vu3dvAUCsX7++xm3s3btX3HPPPSIiIkKoVCoRFBQkunbtKl5++WVx6tQpl+oJQLRu3dqlskII8c0334ju3bsLT09P4enpKbp37y6++eabSuXmz58vbr/9dhEdHS08PDxEYGCg6Nmzp1iwYEGl/QeAGDhwYKXn+PDDD0VsbKxQqVSVylT1GQkhRHFxsXjjjTdEq1athFqtFn5+fmLUqFFi27ZtlcrW9Jl+++23AoD49ttva3tLKujatasAIFq2bFnlevvzAhBr1qypskx1r00IIQYOHCguv6Su7nVU975aLBaxYMEC0bdvX+Hr6+vY/0eOHCk+//xzUVxcXOvrtDt69Kjj9bzzzjs11jksLKzSuoSEBAFATJo0qdptVPd+LFy4UMTFxQmNRiMAVChT1ftU02e6adMmAUBMnz690rr58+eLtm3bOs4lL774okhOThYAxB133FFtvZ3ZPyP7j1wuF76+vqJly5Zi3Lhx4ttvvxUlJSVVPra6c11N+0l1n71dfZ6nS0tLxYcffii6desmvLy8hFarFTExMWLMmDHiu+++q3C8V/W51PY6a/qcq/P6668LAGLFihUVlh8+fFgMHz5c+Pv7Cx8fHzFw4ECxfv36KvcN533z6NGjYuTIkcLHx0d4e3uLW2+9VRw/frzSdrOyssTDDz8sIiIihIeHh4iLixOfffaZuHDhQpX7ubvHuhCuH7/Jycni5ZdfFr169RIhISFCrVaLqKgoMW7cOLFnz54qt+nqflGdgwcPirfeeksMHDhQREZGCrVaLbRarWjTpo148sknxdmzZ6t8XEpKinjmmWcc38e+vr6ibdu24pFHHhEbNmyoULamfbuq99NsNouXXnpJREVFCaVSWeXncPr0aTFlyhQRHR0t1Gq18Pf3F3FxceLpp58We/fudZSr7XxVXd0yMjLEM888I5o3by7UarUICAgQPXv2FLNnz65U1tW6LF26VIwfP160aNFCeHp6Cp1OJzp37iw+/PBDt87hREREdH2RCVHPs5cSERERNSIGgwFNmjSBn58f4uPjr8uJtIn+6davX4+bb74ZL730Ej744IOGrg5d5oknnsCCBQuwZcuWCiPi3JGYmIiYmBhMmjTJMVqMiIiIiOhq4pwnRERERDX45ptvkJeXh8cff5yBE6IGlp2dXWmi6YKCArzyyisAcFXn0KG6KSsrw7p166BWq9G5c+eGrg4RERERkcs45wkRERFRFd5//31kZ2djwYIFCAkJwRNPPNHQVSL6x/v+++/x8ccfY8iQIYiIiEB6ejrWrl2LrKwsTJ48Gb17927oKlK53bt346effsKaNWuQkJCAqVOnwtfXt6GrRURERETkMgZPiIiIiKrwyiuvQK1Wo1OnTpg7dy4b/YiuA3369EG3bt2wfv165OXlQaFQoG3btnjjjTcwderUhq4eOdm9ezc+/fRTREVF4Y033sCbb77Z0FUiIiIiInIL5zwhIiIiIiIiIiIiIiJywjlPiIiIiIiIiIiIiIiInDB4QkRERERERERERERE5ITBEyIiIiIiIiIiIiIiIicMnhARERERERERERERETlh8ISIiIiIiIiIiIiIiMgJgydEREREREREREREREROGDwhIiIiIiIiIiIiIiJywuAJERERERERERERERGREwZPiIiIiIiIiIiIiIiInDB4QkRERERERERERERE5ITBEyIiIiIiIiIiIiIiIicMnhARERERERERERERETlh8ISIiIiIiIiIiIiIiMgJgydEREREREREREREREROGDwhIiIiIiIiIiIiIiJywuAJERERERERERERERGREwZPiIiIiIiIiIiIiIiInDB4QkRERERERERERERE5ITBEyIiIiIiIiIiIiIiIicMnhARERERERERERERETlh8ISIiIiIiIiIiIiIiMgJgydEREREREREREREREROGDwhIiIiIiIiIiIiIiJywuAJERERERERERERERGREwZPiIiIiIiIiIiIiIiInDB4QkRERERERERERERE5ITBEyIiIiIiIiIiIiIiIicMnhARERERERERERERETlh8ISIiIiIiIiIiIiIiMgJgydEREREREREREREREROGDwhIiIiIiIiIiIiIiJywuAJERERERERERERERGREwZPiIiIiIiIiIiIiIiInDB4QkRERERERERERERE5ITBEyIiIiIiIiIiIiIiIicMnhARERERERERERERETlh8ISIiIiIiIiIiIiIiMgJgydEREREREREREREREROGDwhIiIiIiIiIiIiIiJyomzoClwtNpsNaWlp8PHxgUwma+jqEBERERERERERERFRAxJCoKioCBEREZDLax5b0miDJ2lpaYiMjGzoahARERERERERERER0XUkOTkZTZs2rbFMow2e+Pj4AJDeBF9f3wauDRERERERERERERERNSS9Xo/IyEhH/KAmjTZ4Yk/V5evry+AJEREREREREREREREBgEtTfXDCeCIiIiIiIiIiIiIiIicMnhARERERERERERERETlh8ISIiIiIiIiIiIiIiMgJgydEREREREREREREREROGDwhIiIiIiIiIiIiIiJywuAJERERERERERERERGREwZPiIiIiIiIiIiIiIiInDB4QkRERERERERERERE5ITBEyIiIiIiIiIiIiIiIicMnhARERERERERERERETlh8ISIiIiIiIiIiIiIiMgJgydEREREREREREREREROGDwhIiIiIiIiIiIiIiJywuAJERERERERERERERGREwZPiIiIiIiIiIiIiIiInDB4QkTUyKw+koY5689CCNHQVSEiIiIiIiIiIrohKRu6AkREVL+e/vEQAKBbtD/6xwY3cG2IiIiIiIiIiIhuPBx5QkTUiOgNZsffJ9P0DVgTIiIiIiIiIiKiGxeDJ0REjUhaQZnj77OZxQ1YEyIiIiIiIiIiohsXgydERI1IeoHB8fepdI48ISIiIiIiIiIiqgsGT4iIGpG0wksjTwpKTQ1YEyIiIiIiIiIiohsXgydERI2I88iTIqOlAWtCRERERERERER042LwhIioEcktMTr+LjZaYLOJBqwNERERERERERHRjYnBEyKiRqTUZHX8LQRQYuLoEyIiIiIiIiIiIne5HTzZunUrRo8ejYiICMhkMvzyyy8V1gshMGPGDERERECr1WLQoEE4ceJEhTJGoxHTpk1DUFAQvLy8cPvttyMlJaVCmfz8fEycOBE6nQ46nQ4TJ05EQUGB2y+QiOifpMwpeAIARQYGT4iIiIiIiIiIiNzldvCkpKQEnTp1wrx586pc/+GHH2L27NmYN28e9u3bh7CwMNx8880oKipylHn22WexatUqLF26FNu3b0dxcTFuu+02WK2XGv3uu+8+HD58GGvXrsXatWtx+PBhTJw4sQ4vkYjon6PMzOAJERERERERERHRlVK6+4BRo0Zh1KhRVa4TQmDOnDl47bXXMHbsWADAokWLEBoaih9++AGPP/44CgsL8fXXX2Px4sUYNmwYAGDJkiWIjIzE+vXrMWLECJw6dQpr167F7t270bNnTwDAl19+id69e+PMmTNo3bp1XV8vEVGjVlpp5Im5gWpCRERERERERER046rXOU8SEhKQkZGB4cOHO5ZpNBoMHDgQO3fuBAAcOHAAZrO5QpmIiAh06NDBUWbXrl3Q6XSOwAkA9OrVCzqdzlHmckajEXq9vsIPEdE/DdN2ERERERERERERXbl6DZ5kZGQAAEJDQyssDw0NdazLyMiAWq2Gv79/jWVCQkIqPX9ISIijzOVmzpzpmB9Fp9MhMjLyil8PEdGNxp62S6WQAQD0HHlCRERERERERETktnoNntjJZLIK/wshKi273OVlqipf0/O88sorKCwsdPwkJyfXoeZERDe2UpM00iTExwMAR54QERERERERERHVRb0GT8LCwgCg0uiQrKwsx2iUsLAwmEwm5Ofn11gmMzOz0vNnZ2dXGtVip9Fo4OvrW+GHiOifxj7nSYivBgCDJ0RERERERERERHVRr8GTmJgYhIWF4e+//3YsM5lM2LJlC/r06QMA6NatG1QqVYUy6enpOH78uKNM7969UVhYiL179zrK7NmzB4WFhY4yRERUmaE8bVeIjxQ8KTYybRcREREREREREZG7lO4+oLi4GPHx8Y7/ExIScPjwYQQEBCAqKgrPPvss3nvvPcTGxiI2NhbvvfcePD09cd999wEAdDodpkyZghdeeAGBgYEICAjAiy++iLi4OAwbNgwA0LZtW4wcORKPPvooFixYAAB47LHHcNttt6F169b18bqJiBods9UGs1UAAEJ9mbaLiIiIiIiIiIiortwOnuzfvx+DBw92/P/8888DACZNmoSFCxfipZdeQllZGaZOnYr8/Hz07NkT69atg4+Pj+Mxn3zyCZRKJcaPH4+ysjIMHToUCxcuhEKhcJT5/vvv8fTTT2P48OEAgNtvvx3z5s2r8wslImrs7Cm7AAZPiIiIiIiIiIiIroRMCCEauhJXg16vh06nQ2FhIec/IaJ/hEy9AT3f2wCFXIZ3xnTAKyuPYVjbEHw1qXtDV42IiIiIiIiIiKjBuRM3qNc5T4iIqOHYR554qhTw8ZAGFuo58oSIiIiIiIiIiMhtDJ4QETUSpSYpUOKhVsDHQwWAabuIiIiIiIiIiIjqgsETIqJGwmAuH3miVsBbI408KTKYG7JKRERERERERERENyQGT4iIGgl72i6tSgFfD3vwhCNPiIiIiIiIiIiI3MXgCRFRI+EInjil7So2WiCEaMhqERERERERERER3XAYPCEiaiSc03bZJ4y32oQjqEJERERERERERESuYfCEiKiRuJS2SwlPtQIKuQyANPqEiIiIiIiIiIiIXMfgCRFRI+Gctksmk3HSeCIiIiIiIiIiojpi8ISIqJFwpO1SKQDAkbpLz0njiYiIiIiIiIiI3MLgCRFRI1FqkoIkWrU9eCJNGl/E4AkREREREREREZFbGDwhImoknNN2AYAP03YRERERERERERHVCYMnRESNRHVpuzjyhIiIiIiIiIiIyD0MnhARNRKVRp54cOQJERERERERERFRXTB4QkTUSFQOnnDOEyIiIiIiIiIiorpQNnQFiOjGtf1cDhbvToRGqUDXKD9M6tMMMpmsoav1j+VI21Vp5AmDJ+Q+IQR2X8jD2uPpiA31gdFiQ5HBjDBfDwxvH4YAL3VDV5GIiIiIiIiI6Kph8ISI3JaUW4J3/jiFv09mOpatPpKGMrMNTw5q0YA1+2dzjDxRSad2+8gTPdN2kZs2ns7EjNUncTGvtMr1n6w/i7XPDIA/AyhERPVKCAGrTaCgzIwgb01DV4eIiIiI6B+NwRMickt8VhHGfLYTxUYLFHIZejUPQHqBARdySrDyYAqDJw2oujlPijnyhFwghMAfx9Kx6mAqNpzOcixXyGXo0yIQfp5qeGuU+P1oGjL1Rny9PQEvjmjdgDUmImocDicX4LudiTiZrkd8VjFUCjnKzFYEeavx1OCWmNw3pqGrSHTdMFlsKDVZkFNsgr+nCoH1HGQsLDPj+z1JEAJIyClBemEZACAqwBODW4dgePuwet0eERERXd8YPCEil6UXluGe/+1GsdGCTpF+mHV3R7QM8UFhqRld3l6Hc1nFSCsoQ4SftqGr+o90PaTtMlttWLwrCV9tuwBPjRKtw3zQJtQHQ9uGol2E7zWrB7lv0c5EzPjtJAApYDKlXwymDmoBP8+Ko0sGtgrCE0sOYuHORDzSP6bSeiIict3JND0mLNgFo8XmWGaxSd/nOcUmzPjtJDo00eGmZgENVUWiBpOpN2DX+VzsiM9Bcn4pTqUXodhogdUmAAABXmpsfGFgvVyLFBsteHXlMaw+klbl+h3IxcqDqdjz6lBe+1wDS3Yn4UJ2CbpF++NEWiH8PFXwVCvR1F+LcJ0WQd5qx+egkDNtNBERXT0MnhCRS4oMZgz5eAvKzFb4eCjx5YPdEOLjAQDQearQKdIPhy4WYPu5HIzvHtnAtf1nKjVJQRKtSgqe+F7jtF3nMovwxJIDOJ9d4lgWn1WMP5CO/229gN2vDoWXhl8716Mlu5Pw1u9S4KRjUx3eH9ux2mDX8HZhaBPmg9MZRfhmewKeH87RJ/UlOa8U3++5CJsQyCsxwVujhJdGgTCdFr1iAuDjoYJGKYefp4rzSxE1AgeS8jF+wS5HQ3BcEx1ev7UtAr01CPJW4+mlh7H1bDZWHExl8IT+UY6mFGDJ7iSsOJjqOD6qkldiwne7kvD00Ng6b0sIgbd+O4mFOxMrLO/XMgheGgWaBXkh0t8Tr/9yHEaLDasOpeIhjga7ao4kF2DFwRR8tysJAPDNjoRqy8plgEwmw8gOYfhoXEd4qnmfQURE9Y/fLkSNkMFshUohh0IugxACFpuASiG/oufcejYHZeUjG969M84ROLHrHxuMQxcLsOVcNoMnDUAIgfxSKUii00pBk2AfKY1BeqHhqm+/sNSMB77eg0y9EYFeajw6oDlah/ngbEYRvt2RiAy9AX8eS8fdN3HfuN6cTNPjzV+PQwhgwk2RmDk2DvIaevDJ5TI8OywWTyw5iG92JOKB3tGVzgfknlPpekz78RASckpqbCSye7R/DF67td01qBlda5l6A7afy4HJasOx1EIYzFZEB3hhUOtgtI/whfIKv8vp+mGzCby0/AisNgGZDNj84iBEB3pVKDOlXwy2ns3G3ycz8c6YDuxd3YgdSynER+vOwGi2wmC2wmC2wUMlR4SfFiqFHGO7NsGg1iENXc2rzmC24tWVx7DyUKpjWbtwX3SO8kOApxqDWgfDz1ONpv5arD2egWeXHcayfcmYNqRlnToVGMxWTPx6D/Yl5gMANEo5nh3WCqM6hKFZUMXj0SYE3vz1BH7cexGT+zRjJ4arwGC24sFv9qKw7FLHrzZhPmgb7utI13Y+W0qlZrYK2AQAIfDH0XQo5TL8954uDVd5IiJqtBg8IWpE9ifm4ZWVx3AuqxgapRwapRzFRgsEgAidlEpr9vhO6Nk80O3n3nBKmhz+0f4xuL1TRKX1A2KDMHfDOWw/lwOjxQqNUnFFr6Ux0xvM+PivM9BpVRjYKhihvh4I8tY45iqpi/xSM0zlKT9CfaWG7MgATwBSr7wSo+Wqjvr4ZP1ZZOqNaB7kheVP9kFA+UTig1uHwGIT+OivM/j5QAqDJ9ehn/YnwyaAoW1C8P5dcS41BgxvF4aOTXU4mlKIF346gq8ndYdayUbdurDaBKavPoH4rGIAQIiPBl2j/NEqzAfFBgsMFivOZRZhf1I+RHlc5cttCRjZIRzdov2vaNvHUwtxLqsI3hoVArzUCPBSw2K1odRkhYdKAa1KgQBvNYQQ8CkfyXYlhBD4cW8yvtp2AUaLDUaLDSqFDFq1AmarDV5qJXJLTFj0UI9/ZJq/EqMF9365GxecRu/ZfbL+LKIDPfHDo73QhKkxG4WNp7McIzV/fLRXpcAJAPRuHgg/TxVyio3YfCYLQ9uGXvF2C8vMWLQzEUqFDIVlZhQZLDCabcgtMaJviyA8OqD5FW+D3BOfVYx7v5TS4l7uSEohAGDTmSxseGFgo++s8PKKo/jlcBpkMuC2jhEY0zmi2v1+RPsweKkVSC0ow4Gk/DqNzlq8K8kROBnVIQzP39wKsaE+VZa9o3MTvPfnKZzNLMbmM9kY3KbxB7OuJSEEZqw+gcIyM0J9NXjt1na4NS68yqCx2Srd8+SVmHAspRCPfLcfvx5Ow8N9Y9Ap0u8a15yIiBo7Bk+IGomLuaWY9M1elJRPGm5vmLJLLZAmO3xm6WFs/tcgeKhcb6i3WG3YeEaaQHpYNTcwnSP9EOqrQabeiL9PZuK2jpUDLASkFZThga/24EKO1GDy6cZ4ANKw89gQ6WbNS6OAv6caLwxv7XIDon0yy0AvtaMRW6dVwddDCb3BguT8UrQJuzqNkWUmK5YfSAEAvDm6nSNwYje2axN8vO4M9ibkISGnBDFBlRuIqGGYrTb8Vp7b+4He0S73opTLZZg5Ng53fb4T287lYPbfZ/HyqDZXs6qNks0m8Nyyw9ibkAcAWPZYr2qD2xarDWarwAs/H8afxzLw6+HUOgVPEnNK8Novx3A+qwQZetdGpSnkMkQFeGLW+E7oGlX3gM07f5zC19urT79hN3PNKSye0rPO27lRLdyZ6Aic9I8NQrsIX/h6qLAnIQ874nOQlFuK2evOYtb4Tg1cU6oPC7aeBwA8MbAFelVz3KuVcozr2hRfbU/ANzsS6iV4MvPPU1i6L7nKdZvPZCNU51FlJxm6ev7z+0kUGy1oF+6LSX2iEeilgUopR5nJgjMZxfhk/VkUGSxYvCsJLzTiVJkHkvLwy+E0yGXA4ik90bdlUI3ltWoFRsWFY/mBFMzbFI+FD/Vwa3tCCCzeLaWGevfODri/Z3SN5XVaFR7oGY2vtidg+uoT6B8bxNGA9WjpvmTHueme7lE1nofsGRVCfT0Q2s4Dt8SF4c9jGbjjsx1oHuSFufd2QYcmumtSbyIiavwYPCG6ispMVizalYiNp7JQZLRgTOcI3Nm1CYK9NfU61Du7yIh7v9yNEpMVXaP88MUD3VBstMAmAF8PJQSAE2mFeHjhfmSUT7zoTm+pjaezUFBqhk6rqraxTqmQY/xNkfh0YzyW7k1m8KQa7/15yhE4sfceztAbYLUJnMksqlD2aGohtv5rsEsjUjLLG0HDdBV7JEYGeOJEmh7JeWVXLXiy7mQGio0WNPHTYkBscKX14TotBrUKxqYz2Zj991l8ei+H1F8vtp7NRm6JCUHeGvSvpZHicu0jdJgzoTOeWHIQX267gHHdmqJliPdVqmnj9MvhVKw+kgaVQoY5E7rUOCpQqZBDqQDuvikSfx7LwB9H0/HarW3dGuVnstgw6du9SMotBQDIZMBN0f4wWWzIKzUhv8SMMrMVWpUCpSbpOwSQRsck5JTgtVXH8ce0fjWmdatOcl4pFpXnk39iYAv0aRGIIG8NLDYb8kpMEAI4ma7HR3+dwbZzOUjOK3WMnrsSQgjsiM/FxtNZMFtt0CjlUCvtqXBk8PNUo0ezAPh7Nezkv2arDYvL87vPursT7urW1LHu/wYDBy/mY+z8nfjlcCqeHtqyylEKtckpNsJbo3Sr8wRdHSn5pdiXmA+5DHiob7May07q0wyLdiViR3wuNp/JuqLUTVl6Q4V0SF2j/KBSyNE/NgjbzuVgT0Ie5vx9FrfFhdfpOCf3nckowtaz2ZDLgAUTu1U6743sAMQEe+HpHw9h5cFUPDusVaNN37b2eAYA4PZOEbUGTuyeGtwSvxxKxeYz2dh1Phe9W7g+uv5wcgEu5pVCo5Tjzi5NXHrMcze3woqDKbiYV4q/T2ZiVFy4y9uj6gkh8OmGcwCAsV2a4MlBLdx6/Ltj4pBWYMDh5AJcyCnB00sP4a9nB1xx2moiIiLgBgiezJ8/Hx999BHS09PRvn17zJkzB/3792/oahG55P9+OIiNp7Mc/59K12PmmtOI0HmgTbgvOjbVoXWoD2QyGbKLDIgM8ESZyYq+sUGOyb5dsWhnIlILytDET4u593ZBiK8HLr+1DvX1wAO9orBk90WsO5npcvDEYLbi5ZXHAAC3xIXX2MNq/E2RmLcpHtvjc5CUW1Knxp3GLKPQgD+OpQMA/ny6v2NUic0mkK434FhKIbRqBc5lFuGTv88iu8iIH/dexMP9ap+UMqPQCAAI870seOIvBU+SciungakvKw5KDTF3dW1SbWPLiyNaY/PZbPx2JA2T+zS74nRDVD/s++PoTjUf29UZ2SEcw9qGYP2pLHz81xl8MbFbvdZvf2IePt98Hom5JcjSG9GhiQ6D2wRDp1VBIZejdagPYkO9b9jG4D/L3//HBjTHrR1da4Dp1zII4ToPpBcasPpwmlup8FYeTEFSbikCvNT48K6OaBXqg6jAig11QghHcD9Lb4BcLkNaQRlun7cDp9L12JuYV20v+ZrM3xwPi02gf2xQtaOUBrcJwZaz2dibkIf1pzLdnpD3bGYRHlm0HyaLDV2i/NA+wtfRIFyTQC81fn6iN5oHN1zwb+3xDGToDQjy1uC2TpX3ha5R/hjUOhibz2TjvxvOYfb4zi49r80m8PX2BKw+koZjqVL6nyZ+WrQI8YaPRgmT1YYATzVCfTWIDfXBgFbBkMtQL2naqHqbyq8Nu0X7O1JtVicywBMP9m6Gr7cn4NWVx7D2uQFuXSM6m7vxHEwWG7pG+WHFk30qdOSZ3DcGvWduwIWcEqw+koYxLjYm05X564QUMBjSJrTagPHwdqHQaVVILSjD3yczMLJD42yw33QmGwAwrJ3rI6yaBXnh3h5RWLw7Cc8uO4Rlj/WuNFdJVYwWK55ddhgAMLBVsMsTjXtplHigVzQ+3RiPr7YnMHhSTzL0BqQVGqCQy/DunXFuX9f5e6mxamofpBcaMPrT7biQXYJ1JzJdvrYiIiKqyXUdPFm2bBmeffZZzJ8/H3379sWCBQswatQonDx5ElFRUQ1dPaIanckocgRO3rytHbRqBZbsTsKJND3SCqULROfAirMmflr8Pq2fSz1hhRBYtl8a4vz6rW3R1L/6nroj2odhye6L+P1oGt64ra1LNwpHkguQV2KCr4cSr9/atsaykQGeGBAbjC1ns7F4VxJev40TGjvbk5ALIYCOTXUV0nHJ5TI08dM6RqLYb+JeXXUMC7aex+2dIxDkranxue3pd0IvG3nSPsIXa09kYPeFPDzSv/7zmOeVmLD9nHSzO7Zr02rLtY/Q4e5uTfHT/hS888dJrLys0YauPSEEdp3PBVB9Oj5X/HtkG2w8nVW+n+XWqWG9KifT9Hjwm70oLU9FCAC7LuRi14XcSmV9PJQI9FLD20MJg9kGIQQUchm+erB7peDA9aLMZMW2czkA4NZIPZVCjkl9muH9Nafx9fYEjOvW1OVjaXN5w9TDfZtV2zjl/Fwh5Y26Qd4ajOvWFMsPpODPY+luf8bJeaX4eb+U2u+ZobE1lh3eLhR7E/Lwy6FUt4Mnzy07jIt50qiaNcczsKa8F7O6fLLlEF8Px2TMqQVlMFkFdl/IRW6JCfM2xmP2hM5uba8+LStPVfJAr6hqRxM9N6wVNp/JxqpDqZjSLwbtI2pPSfLT/mS8++epCstSC8ocqTyr4qlW4PMHumFgq8ojCal+2K//XO3I8sLwVlh/KhNJuaV45/eT+HCc+6nbjBYrfjkkpWl8cXjrSucNb40STwxsgY/+OoOZa07h5nahV3WuNJJsPSudlwe3qf5481ApMLFXNOZtisf7a06jb8ugRhfgTM4rRXxWMRRyGfpXMYq5Js/f3Ap7EnJxNrMYDy/ah9+n9av1HudIciGSckuhVsrx+q3u3a9M7BWNL7acx4GkfBxOLkBnzrFxxY6Vz+0TG+Jd5zkgZTIZIvy0uL9nFOZujMfCnQkMnhARUb24rq+IZ8+ejSlTpuCRRx4BAMyZMwd//fUXPv/8c8ycObOBa0dUsyXlOXRHtg9zjBy4t0cUio0WHLqYj+3ncvDzgRR4aRSQQYYALzUyCg3I0BuQWlCG5346jJlj4+CnVdd4EZmQU4LsIiPUSjmGtK35JrxviyBEB3oiKbcUi3YmuTQk+sBFaRLFfrFBLt1ET+7bDFvOZmPpvmRMHdyy0vwX/2T23s89XJjQcly3pvhsUzxSC8owcs5WfDWpe403Z+fLJ5tu6l9xIuEhbUMw6++z2B6fjTKT9Yompa/K9vgc2ATQJsyn1p5+Lwxvjd+PpuPQxQL8fjQdo5lTvUoXsotxOqMIfVoEws/TtePHZhNYcTAFPx9IwdGUAvhppUCCEAJN/D0dgTm9wQytSoGWId7QqhRILzRArZBf0Uig2FAfTOgehR/3XsTzyw7jz2f6u1zv6pSaLHj0u/0oNVnRKdIP47o2ga9WhS1ns2E025BTbISANNKgoFSa8LjIUHmi3SeWHMDqp/pelznJt53LhtFiQxM/LdqEVT05bXXu7R6F/64/h9MZRdh5Ptfl9CaHkwsAoE6T6t7WUcorv+pgKl64uTV0nq433H217YJj1Elt2x7TpQk+XHsGR1IKsf1cDvrFuvbaEnNKcCJNDwCYe28XpOaX4XSGHiE+GjzUNwYR1Uyyvi8xD3d/sQt/n8yE0WJ1Kw1afSkzWR3z3tR0XuwU6YfbO0Vg9ZE0vPfnKSyZ0rPGwFl+iQkfrD0NQEqD8q+RrZGSXwYhgOOphZDLpHRweSUmpBeW4e+TmcgpNqHUZMW0Hw5i44uDag3c30iKDGZk6g3IKjIiu0garenjoYSvhwo6rQpeGinNqUoucwQO64ulfHJjpUKOMpMVO8oD10NcDJ54qpX4aFwnTPjfLvy0PwWjOoS7PVn1rvO5KDZaEOKjqTYAOqVfDJbtS8bFvFJ8tikeL41sPHNZWaw27EnIw5az2YjPKkZqfhmCfNSICvBEgJcacpkMZSYrFHIZPFQKGCxWWKwCfVsGYnDrELc6fNhsAqcy9BBCui47l1WMtIIyWG0CTfy0CPX1gJ+nCjnFRsd1dm3Bykf7N8fKgylIzC3Fv1ccxWf3dW1UnVA2Oo3G0mndCwz5e6mx5JGeuP3THbiQXYLpv57Ah+M61vj+7E+SzrlD24S43ckixNcDoztFYOXBVHyzPQFz/yHpaPNKTLiYVwqdVoWoAM96TR93vHxkZH3MU3J/r2jM33we+xLzcTy1kHOfEBHRFbtugycmkwkHDhzAyy+/XGH58OHDsXPnzkrljUYjjEaj43+9Xn/V63gjyy4yIlNvQISfFiaLDaUmCwrKzFDIZFDIZfD1UEEmA0pMFpQYrSg1WVBilBqmbEJqsFcpZNA69eqRJrO1IdBLg6wiI3w8lCguf4z90komA+Qy6aZUrZCj1GRBXokJNiGg06pwIbsERUYLhAAAASGkiWrV5TnKNUqFlK9cIXcss9gETBYbLFYbLDYBi1XAYrP/LU2wG+yjgVIug9lqg0wm/bYJQKOUQ6OUw0OlgEohQ3JeGbKLjFAoZI5tmK02HEspRJjOA75alaNHs9UmYLRIz28TAr4eKiTmlMBstcHfS42/T2YCACb2rjj5oLdGif6xwegfG4xXbqk8kuNkmh5j5u/A5jPZ6D1zIzzVCnx6b5dqJwk9eLEAANCpqa7WRh+5XIanBrfEv5YfxSfrz2J4+1C0qCVNycEk6abO1UmCB8YGo32EL06k6fHaqmOYe2+X6ybfbJnJCgEBrUpR6YbKZJHy7vt5quqcAkgIgawiI44kFyA+u1jaDqRGD52nCn+V94KuaV4DO7VSjm8f6o5pPxzCmcwiPLP0ENY+M6Da4MfB8pvvLpEVP6d24b5o6q9FSn4ZVh9JxYTu9Ttqz95jcoALPZRDfT3wxMAWmP33Wby/5jRubhd6w6ZbqooQAifS9DifXYyYIC+0Dfd1e9/fEZ+DSd/shcUmEOClxqu3tMWQNiHVBiGFENh8JhufbjznOBcAQIbZAJR/DZ7Prjll28DWwVf8Obx2a1vsvpCLhJwS3PflHnw4ruMV3az+vD/FkYrwu4d6OBrq7+hcMY2MEAKFZWbkFJuQVWTA+axiNPHXIr3QgNd/OY6T6Xr8uC8ZE3vVPAlsQ7B/R9zcLtTtBjCdpwrjb2qKRbuSsGDrBZeCJ/bgvFwGxNXhsxkQG4zWoT44k1mE5386jPkPdHU50LA9Xhph82DvZrWWDfLWYHz3pliy+yKeXXYIv03rh3Bd1YEPZ+tPSe9nv5ZBbk123S3K35EG7dfDaRjvRhq0+rLtXDZMVimQ1ryWIPS/RrTG2uMZ5fNfZNfYgL5wZyLyS81oE+aDD8Z1hEohd7yXPWIqB7HeHSNQUGbGxK/34ESaHh+sOY2P7r76k9OXGC3YfCYbW85mSaMzI/3g66GE2Soc15YCUhpKtVIOL40SHSJ8XQ6KFhnM+HDtGXy/J8kxj09thrUNwYzb29c4mvdyGYUGrDiYgvWnMpGQUwKj2Qa1Ug5frRJpBdLcZgq5DJ4qBUwWGyJ0Hmgd6nrgtEdMAB7uG4OvtyfgX8uP4MdHeyHWjcfbR54NbRtabYpND5UCr9/aFo8tPoCvtiVgQvfI6zoFq8VqQ3axESE+HjU25G45m413fj+Jc+UdTezOZAI7UHk0o7Ovtyfgpmh/jOvWFB2a6JBdZERcU12lwKLFasP2+Bws2Z2EfYn5KCwzu/w6BrUOrnVf03mqMO/+rpiwYBf+PJaBf684irfHdKhTwPdCdjF2xOfg0MUC6A0WGMxS0KhZoCesQsDHQ4VALzX0Bguy9AYUlJqRW2JEU39PvDC8lVvHRZnJikPJ+difmI99iXnILjLCS6OscC8nlwF/nZDO4cNq6QhWnRAfD3x0d0c8+M1e/HwgBWE6D7wwvHW15e33N3XtPPJw3xisPJiK346m4Za4cIzsEFan57kRFJaaMevvM/h+z0VYy0+i2vJ75yb+nlApZNAo5TBZbFAq5MgoNCAqwBOzxneqtuPC5expJetyfXK5UF8P3NoxHL8eTsOc9Wfx1aTuV/ycNxIhpDYUeXl7hb7MDE+NAkIAuSUmBHiqYbHZUGqSRuKmFRhgEwIqhRxKhQwquRwqpQwKmQxHUwqRWlCG6EBPCAGmcySif6zrNniSk5MDq9WK0NCKDcahoaHIyMioVH7mzJl46623rlX1bli/Hk7Fh2vPIK2wrDxAQVdT50g/9HFj4kIAaBfhi/n3dcWLy4+goNSMUpMVU78/iJ8e741OVYw82F2ewsbV4Ma4bk3x29F0bD2bjVdXHsPSx3pV23AnhMABN28u5HIZ3rytHR74eg/WHM/AtB8OYe69XaBWNkwApchgxsbTWfhpfzJ2ns917PcKuQzK8h+5XIbi8qCdh0qOh/rG4L4eUbVOViyEwNnMYqw8lIJjKYU4nVGEvBJTjY9pHuSFQa1dS0fQKtQHy5/sjeGfbEVSbik+WHsaM25vX6lcemEZ0svzBHeKrHjTIZPJ8GDvaLz352nMWncWfVoE1cskzIA0wbG9wdLV1/Ro/+b4Yc9FpBaUYe6Gc1e1V6vZakOm3oBgH02FxoW8EhNMFhvyS02I0Gnd6kFfnbSCMry66pijcQqQbixvauaP529uhS4uHp+fbz4PS/mNaV6JCS/+fASAFEzzUMqhVEg3p/b/jRYbcsv3OU+1Av83uCVubheK/BITrDYBASA1vwwpBWVQyGSOoPbmM1koKDOjbZgv3r2zwxW/fm+NEvPu64L7v9qDk+l63PbpdtwU7Y9OkX5oFeqNQa1Das3r72xpeQqjxwY0r/HzkcmkCb/9PNVoGeKNPi0uBRGsNoE3fz2BWevOYHTHcLdGw2QUGrAvMQ/nsophttrQMtgbsaHeiArwhAwyl/eZ5LxSvPnrcagUckQFeCIq0BPdov3RItjbMTHu8PZ1S5n2UN8YLNlzEVvL5xKqbSSXfdRJq1CfOqXikctleHtMB0z8eg82nM7C/31/CPPv71rrub2wzOwI4HWN8nNpW6/d0g4HkgpwKl2PJ5YcxE+P96q1gdD+XeXqKBw7uVyGyX2aYeaa0/jv+nMY0S7sis8JeoMZa49nYMWBFCTklCDcT4uWwd5o4ucBvcGC+KxipBWWwUOpgJ+nCmcziwAAIzuE1RpIiwzwxEP9mmHBlgt454+T6BcbVG2Q1r6PPTaguUuBXLlcGgX7nzs64K7Pd+LnAym4Jc79EQ6uKjFa8NZvJ/Dr4TQYLTbH8p8PpNT62E6Rflg4uXuN6U1tNoG/T2XirdUnkFYopbb09VAi2EeDIG8N5DLpu19vMENfJo1gk5d3tFl/KgtbzmZjXLdIxDXRIUwnPUYIwFje6UhvsGD9yUwcTSmA0SJ931wenCkzWys0olttAkVGC1QKGf41snLqrNr8a0Rr7IjPwemMItw+bwfGdWuKdhG+MJitSMkvQ6beAK1KgR4xAfDWKBHko4G/pxrNg7wc14v9ajlGbm4X6phA/u3fT15Rw6PFasOp9CLsupADfZkFFptAE38tykwWXMwrRWGZBZl6KbD0wvBWFc7htckqMuDe/+3G+ewSeGuU6BLlh2aBXujbMggtgr1wMl2P0xlF2HgqC2fKjzGdVoUR7UPRsakfmvprkVss9aQvKDVBJpNBo5LDZhMoNVnhoVKg1GTFyoMp2J+Uj/3l5xhA6gzmrVbCbLNBJZdDq1bAYLZC7zQC0kMlh03AESiLCvSEXCZDaoHUUcuekjJc51HtPFCX6xrlj5ljO+LFn4/gp/0pUCrkeHdMB5f3o1KTBS8tP4rfj6ZXuX5LLY/fl5iPVYdSMah1MIa1DUWwjwZ+WhVOZ0jvr0ohh0ohkwKiZ7ORqTfiXGaR47qmNs2DvfDAFXR26B8bjHfGdMBrq47j043x8FAp8OTAFpWChXW5v7lchyY6TLgpEsv2J+OJJQdwR+cIvDyqjUvB/oaUW2zE+lOZaBHsjW7R/jXuOzabwPIDKfhg7WnHtWaIjwZFBgvKzFaUmQF9etUdVlMLyvDwwn349am+tX5/CyFwLFV6nvoaJfL00Fj8fjQd609l4fejaW6lR70a7J19MvQGpOSVwWKzQS6TochggcVmc3QWsAlAQPqcTBap80CR0YKCUjMuZBfDJgClXAYBOO45vTVK2ISAwWyFwWyD0WKFTCaDh1KOEqfUt1dKpZDhjs4RjWrEGxGRq2RCXJ9N6GlpaWjSpAl27tyJ3r17O5a/++67WLx4MU6fPl2hfFUjTyIjI1FYWAhfX1+Q5I+j6fi/Hw4CkG4gCsvMUMhlkMukXhpCSA2ORQYLbELAW6OEp0YBL7USXholzFbpiz4myMsxssNOLpPBJgQu5pWiWZAX8ktMCPWVeoIJAUjNeIDZKpBZaIDFZoOXRgl/TzVkMukCoFmgFwK9paHzMkg3J/aRJSaLDSarDUaz9NtkscFosUFZPjJFqShvDFfIoZLLoJBLF/DSZOxGCAioFXKYrQIKudS7zmC2wmixocwk/W7qr0WYr4d0s2O1wmyV6tzUX4v8EjMsNhvUCmm0i0ohK79JkMNklUYttAr1gValQKbeALVSyrHu6gSEl7OPpHlyyQFsOpONYB8NVjzRp8LQcpPFhu7vrkdhmRk/PtoLvV0M1KTkl2LorC0wWmyYM6Fztb1IzmcXY+isLdAo5Tg2Y4RbAZANpzLx5JKDMFltaBXqjffv6oiWId74+0Qm9ifl42hKATo21WFQ6xDp85NLo318tSpoVQqkFUr52EN8PKSRRFYBtVKOCD8tvF1o+LPZBH7an4z3155GQanrvf/sZDJgSOsQ9IgJQNdof7QL90VqQRmOphQiOa8UVpvA3yczHTfkdnIZ0DzYG+3CfWEVAsUGC8pMVpSaLQjx8cC0IS1dbki323Q6Cw8t3AcAGH9TU9x9UyQ6R/o5GsN+2peMl1YcRcemOqx+ql+lxxcbLRg7fwfOZhYj2EeDEe1D0TzIG72aB6JtuE+Fi+CU/FJ8tS0B8eWNxuby/VBfZobBbENsqDd8tSr4eqiQqZfm7Qn0UmPPq0Nd7gW8+kganv7xEABpnp6H+8ZU2wvWVUaLFfM3nceu87koLDOjxGRBlt4Ik9UGmUzqzW6zSTcWzjcSHio53r6jQ63zRpSZpBF48VnF0KoV8FQrcCG7BLsu5GL3hTycLk/PoVbI0b6JL85nFTsaUdQKOebd1wXD29fcKzE5rxT9P9wEAFj//ECsOZaOX4+kIf6ynrKX81DJ8UDPaDzSvznCdPWbasZdWUUGvP37KfxxNK1CI6Kfpwrrnh3gUiqcTL0BPd/bAJkMOPD6zXVO/Wex2nDr3O04k1mEe3tE4r0742r8jC1WG349nIa1JzKw8XSWo3dlVXrEBGDW3Z1qDERabQK3zt3maFSqSoTOA9v/PaTO+//sv89i7oZz8PNU4ZepfWtMnff+mtP4Yst53NsjEjPHdqzT9gBg+7kcTFm0D0aLDTe3C8X8+7vW2DC/7Vw2Jn69F1EBntj60mCXt3MxtxSj521HYZnZpTr3nrkB6YUGt74L7UqMFoz67zZczCvF8HahmHtvlzqNxkotKMOPey7iu12JFRpRXRHso8G6Zwe4NNeZ3mDGoI82I6/EhKcGt8SLIyr3rk7MKcGgjzdDKZfhwOs3ux0QevPX4/huVxI8VHJMGxKLB3pFu51KpyaJOSV4bPF+nM2Uzm/RgZ4Y3i4UWpUCR1IKYbHZoJRL1wYqhRwGixU55Y1J8VlSA1JsiDfu7NoErUN9IJfJkFtiwr6EvPJGeTNyio3IKk/PFRXgiZlj41wKrp3LLML01Sew83zNIxKq0iMmAGO7NEGXKH9oVQqUma0oKDUhKtATHkoFio0WJOSUoFWoT53P13klJjz1w0G36qcpD7YDwIHXhyGwlnRs8VlFGDlnGyw2gbn3dnFrNBcgHb9L9iRhxYEUR6NrbdRKOX54pKfLaQWf+uFgtUGASs+tkOPB3tGYNiTW7WMhvbAMKw+m4o+j6UgtKEOglxoXcqoe0RngpcbtnSJwe+cItA3zhUohg9kqqhw1bLLYUFhmRoCX2u30R2uPp+OJJdL9XO/mgfj3qDa1zrtRWGbG5G/34tDFAijkMvSMCUCPmACE+npAWx4oSsiRRk3rDRZkFRmgVSkRGaCFr4cKKqUcKw6kOALx7gjz9UD3mAD0aOaP6EAvlJqsMFqsjns7m03AV6vC0LahLl3j1+bTDecw6++zAKTG/hHtwzCmSxN0ifSDXC67ovsbZwazFR/9dQbf7EiQevrLpGDMqA7haB/hC61agfYROrc+X5tN4MDFfBQbLTCYrAjwUiPIRwN1+aiA0+lFjhEDXaL80LyWDALOio0WDJ+9xRFMbhPmg/t7RuGmZgEoNVlQbLSixGhBsVFKhfr70TQcKh/V3DLEG/+5oz36tAiC1SZwIbsYJqsNqfnS/Zq5/D7NHgB449fjyCsxYVy3pvjwro41XudkFBrQa+YGKOQyHJ8xot5SDH/81xnM2xQPD5Uc74/tiNs7RVzx/cblSk0W2ER5R6X8UqTkS3OKyWRAUk4p4rOLHZ25DGZb7U94ldmzZwDS/qpSyNHETwulQgaLVcBktTmyeJgsNvh4qNApUodMvRE6rQrz7+/aqLIGENE/m16vh06ncylucN0GT0wmEzw9PfHzzz/jzjvvdCx/5plncPjwYWzZUnPfGHfehH+SvBITEnKKER3ohSBvDQxmKzTlF4zsRXB9KjKYMe7zXTiTWQQPlRytQ30Q6K2BVq3A2YwinMsqRpC3BnteHerWxfncDecw+++z0Cjl+PfINpjUpxkUchmKDGZkFRnRxE+LH/ZcxH9+P4nuzfzx8xN93K77lrPZeGbpoToFL2oS5uuBQa2D0at5INILDSgsMyPCzwMFpVI+84xCA06l6x03B80CPXFLXDju7RGFAC81DGYrLDYhBQasAhabgJ+nCgGeaqw7mYnv9yQ5JnKujVopR98WgRjVIRxtw30RG+p9VS4qF2w5j5lrLgWNg7w1eHN0O4zuGI6HF+7DpjPZeG5YKzwzrOrJmDP1Btz9xS7HZMp2EToP3NwuFNGBXsgvNeHbHYmOdHuuemVUGzw+sPb5c5zNWncGn26MByClaPhkQudKk5/ml5jgq1XVul+fzSzCv34+giPlk006c75JsJPJpFSCzoub+GkR4KWGh0pK46dWyCGTAUJIQcTE3IrvW1V6NAvAe2M7oGWID2w2gXNZxfh43Rn8fTITSrkMr9zSFg/3bVbtudZ+k9evZRCWPNLTsbzYaEFBqQlGy6Ugotlqg8FshVwmQ4vguk+uebWkFZRhy9lsnM0swvpTmUjOK8PYLk1cmpB72b6L+PeKY+gU6Ydf/6/vFdVjZ3wO7vtqDwCgT4tATB3U0pESosRkQanJijKTFafS9fhi63lccEpxFtdEh3bhvlAr5YjPKsa5rCLkFF9qBNRpVfjl//oippqAhT3oKZMB04bEotRoQXx2MbaezXb0HPzgro64q1vTOr8+s9WGsfN34lhqIUJ9NVj4UA8E+2hQZrIi1NejQoPQ+AW7sDchD++PjcM9Pa4sfd/Ws9l45Lv9MFlsGNM5Ah/f3ana4Om8jefw8bqzGN0pAp+6mRd+y9lsTP52L4QA+scGIchbgy5RfhjZIQwhPpcantMKytDn/Y2Qy4BjM0bUaWTNkeQCjPtiJ8xWgab+WnxwV0e3RrFsOpOFaT8ccpw/mwd54a5uTdG7RSAyCw04l1WMDL0B/p4qhPl6oFmQF7L0RuSXmmCy2jCua1O35tlwDkI/2j8GPWMCka43oKm/Fr1iAvHdrkTMXHO60vnEVUaLFY99dwBbylMzNvHT4u0x7TEgNrjOcwgVlpoRn12EDaeysHBnIkpNVoT4aPDfe7qgV/MAl69Dz2YWYfyCXS5dW/h4KHFfzyg8MzTW7c4sG05lYv2pLGTppZR3eSUmyCB1vtGqFdCqFIgO9MLYrk3g46FEqK+HWyPsroS1vIPI8dRCHEkpgFohR5cofwR5a1BkMGN/Yj5MVhsuZBfDUN4BSS4D7u4WiQ/GuRY8tX8naZRyLHq4R7XzpDiTJqVPxYzVJ1FmljoqeGuU6NU8AE39PWGy2pBbbISHSoFIf2muEW8PJZbuvYiDF6XX8fKoNniohu9KQLo+6PHeepitAr/+X18oFTIcTi5AfFYx/jiajoIyMzpE+CImyBv9Y4MwsFWwS4FJV2UVGVBssEBV3qGqzGSFTQi0DvO5ZqlqF+5IwFu/n3SkOL6/ZxT6tQxCp0g/x3WTzSZgFdJImrd+O4mtZ7Oh06rwzeSb0C3a/bmvhBA4nVGEn/enICGnGNnFRhSWmdEi2BteaqWjc5tNCPRqHoiWId5oH+GLJn7aa3qfKYTAkt1J+HDtGRQ5XdO2DPHG6I4RMFis+HzzefRoFoCfnuhdwzO55mhKAd7+/ST2JeZXWhcd6ImP7+6E7rUEBa02gd+PpmH+pvOVOmZVRymX4b2xcS6nm/x2RwLe+u0kAOn+xWSpvTHfS63As8NaYXLfZm7t25vOZOGRRfthtQnc3zMKb93evtrvjlWHUvDcsiNoG+6LNc/0d3kbtbFYbXh88QFsKJ9Pp3fzQLw4ojXahvvgTEYRVh1KRW6xCSG+GoT4eCDQSy3dIDh1+vTSKBHsrcHuC3k4nJwPhVwGY/no9dT8MuS7eY8b4KVGhJ8HFDLpeUJ8PaCSy6ROoAq5ffMI9tZAo5JSlWvVCmiUCsc1qdUmpNFvGiVUCjmKjRYoZDJ4qKQU5x4q6bxktNig06rgqVagxGiBTCaDv6cKRUYL1AopdTnbf4jon6xRBE8AoGfPnujWrRvmz5/vWNauXTvccccdtU4Yz+AJNSZZegOmLNrvyAd7uVl3d3K7Ac5iteHJ7w868u4HeWugkAOZeqmXplx2qXH57TvaY6ILueqrkl9iwpurT+Cv4xkwWW0I8lajR0wABsQG42hqIQ4m5TsauE0WGwrKzCg1WRCh0zpGCagU0lw8ZSarW715vdQKPHdzK0zu08ztxp7TGXpsOZONgxfzcfBiAbKLjNCqFOjYVIfmwV7luaG9cPdNkfXaG7cmO+JzsHRfMrafy3ZcrNtHkAHA2mf7o01Y9ee7/BITFu1KRJHBgsScEmyLz6nyxummaH+M7x4JT7UCyvIRXN4aJaxCIK3A4EhvIpNJ6T3ahrt/jhVC4IstF/DJ+rMwWWwI9dXgrq5NEeGnhY+HEt/vuYi9CXkI8/XAm6PbYUT7sEpBlMIyMz7dcA6LdiXCbBXw8VDi3yPboFmgF7w0CgR6aaS0HCUmZOoNUCnk8FDJpcYajRJCAHM3nsPnm89XSBlTkzBfD8hlQInJiiBvNXo1D3T8BPtU7slrsdrw0oqjWHkwFQAwsn0YPrq7I7zUSpxM12PbuRxsO5eNs5nFyCmWjr1P7+1SawqmG8mR5AKMmb8DQgALJnbDiFpG4Ngb+V8c3gpPDak6GOiOhTsS8M4fp1xKG+LvqcLEXtEY2SEc7SIq79cGsxVZeiOm/nAAx1P1aBXqjeVP9oHvZYE/m01g4jd7sCM+Fw/3jcGbo9s51hWWmXExtxQhvpp6aWjNLjLiga/2VGpskcmACJ0WMUFe8FDJsf5UFmQyYOMLg6oN+Lhj4+lMPPrdAVhtAj4aJWKCvTCsbSj6tAhElyh/x/H6yKJ9WH8qC2/c1g5T+sW4vZ35m+Px4dozlV5b92YBuDUuHDe3C8WKAymY9fdZdI3yw8qpdQ+4rTuRgTd+PY5MvREyGTCua1Pc2jEcYToPhPh4wN9TBZlMViGfuMVqw8KdiXjvz1OwCSmd1KP9YzCqQ3i9TqZbldnrzmBueRDamYdK7ujh+vaYDnWe88diteGXw2mYu+GcI/Ae4KXGmM5NcEtcGCw2gfisYhgtNoT5eiDAS42DF/Ox7kRGhe9qs9XmGAnorEezAHx6X5c6HQfZRUb8cigVx1ILcS6rGEq59D3VsakO7SJ84atVwVOlQKdIv398L1mL1YbE3FJE+Hm4FUC6vOExtPycpZTLkFUkHSMquRxWIY1ONVlsjgY7QPp8Hx3QHINaB9fa6FpitOCZpYew/lSW47Gzxkuj+wxmKw4m5SMlvwxlZqnH/Z/HM3AkuQDtI3zxx9OVG1uFEP+IRsGEnBLMWnfG9RE4SjlWPNEHcU3/GRNol5ms2JuYh5/3J2PzmexKnYPeuzMO9/Wsv7kAU/JLsfZ4Braczca5zGIUl4/i0CjlmDk2DmM6N6k08qHIYMZX2xKwZHeSY5SWt0aJZkGeUMhkyNQbUWQwwyoEDGYbYoK8EOClRrHB4vjevynaHw/1jcGoDmFVjqwQQiBTb8ToeduRXWTE23e0x+2dmmDFwRT8tD8ZWUVGeGkU8Nao4K1RwEsjZZxoEeyN+3tG1flaZeXBFDz/k5R+tlWoN/41og26Rvlhf/nxrC8fIbjrfC4u5JTg6aGxeP7mVnXaVnXMVhs+33weX2w570iVdzXotCo09deiqb8W4TotTFYbmgV6ok2YLzxUCoT5eiDEV/OP/z4iIrqeNJrgybJlyzBx4kR88cUX6N27N/73v//hyy+/xIkTJxAdXfONIIMn1NjYbNJk1Bl6A3KKjSgzWeGpVqBdhC86NvWr03MKIbBkz0V8/NeZCjm57akmAKn37J/P9L/iiz37iJZmgV5X1KBUZDDj0MUCbDiViWOphQjy1iBM54GMQgMCvNQI8fVAiI8GLYK9EddUVy/D/4WQcpRLkyM2zNwtzkwWG+ZvjscXW847GsimDWlZ48SYVSk2WrD7fC7+PJaOEpMFnmolujcLwITukVe90c/uSHIBpn5/EKkFZTWWC/HRoGWIN/JLzSg2mhHq44EzmUUoKm+gG9Y2FO+M6VCnNChFBjNOpOlRVp4GwVCeSsIuyFuDbtH+0CgVdRrhIYTA4t1JeOf3UzBZbfDzVEFRnmLmciPbh+Gz+7tes/f/Wnnjl+NYvDsJKoUMTw5qCX9PFRJySnAgKR8FpWZ4qKTeb2UmqyPdwY5/D3F5otHapOSXYsGWC1h9JM1xrlMpZNCqpEYCnVaFMV2a4P6eUZVGQFUlS2/AbZ9uR1aRES2CvfC/B2+C0WzD3oRcHEouwI74HOQUm6BWyrH+uYEV0i1eDXklJjz94yFsj89xNGhe3lANAE8MbOFybn1X/HE0Ha/9cqzSCAC1Qo4gbzVahHg7RvGteLJPnXLLCyGw7mQmDiblQ6tWYPOZ7GrTxvznjvYuTUpfk1KTBf/57aRj3h1nWpWUsq+gzAybEPD3VMNssTl6Nt/drSnevTPums7xte5EBr7dkYiCMjOa+HngVHqR43zaLNATvz7V74oD/PZA9cpDqbXO61WbcJ0HWoZ44/6e0RjervqJy+n6UGay4sWfj+CPY641zgNSkGVynxg8NqC5W99l9tEC7/55CgazDR4qOQK9NMjUG6oNfn896SYMbVu3eaMaCyEENp/NxroTmdh2Lhsp+Zeup+Qy+xx/cjQL8sIbt7V1a16ZxqSw1Iy/Tmbg883nkZBTgts7RWDOhM5X9Rx0eVDQ10NZHnQXCNN5IFzngf2J+Y57Ln9PFR7uG4MH+zSr8rxtsdocncFsNoH/bjiHzzbFO46P5kFe5XNfSHPjlZqk0VF5JSZHUDNC54GNLw66Zo34a46l45VVla8TLieTAeueHYDYUJ+rUo/z2cX4+K8z2H0hF/mlZmiUctwSF44OTXTILjIiS29AXqn0/SaDlI4ckNJkZugNiNBpcWvHcKgU0mgQP08VwnQeiAyQ5jKqj/tNIiK6thpN8AQA5s+fjw8//BDp6eno0KEDPvnkEwwYMKDWxzF4QuS6MpMVJ9P1UCvkiPCTeo8m5ZbiQk4xujcLcKkxka69YqMFO+JzEOrrUWuu6+uZ0WLF70fSsTchD5lFBuSXmHBTswDc1zMKqw6mYvHupArBPWctQ7zx+q1tMaj11ZnQuD4dupiP//v+oCOdnJdagd4tAtE/NhidIv2gVSnQKtS7UfaWtVhteO6nI/jtSJpL5Z8ZGovn6rn3oZ3RYoUMsitu4D6eWohHFu1Hht5Q5XqtSoHpo9tdcYosdxQZzNAoFVApZMgpNiEptwQJOSVIzitFm3BfjHJhQnJ3GS1WJOWW4mBSPraey8aO+NxKx2sTPy02vDCw3hprUgvKsOZYOv48lo5DyQXwUCrQLzYIn0zoXG8NGLsv5OLXw2nYeDoTRoutxoafAC81nhsmzQvS0MevEAJHUgqRkl+K/rHB9Toy0mK1YdOZbPx+NA1/nciARqnATdH+8FArkFFoQFaRAc2DvDGyQxhaBHs7UiQC0rx6vlrVNRupSfUru8iI9MIyZOmNMFulVDMyGWCxSuljdFoV1Ao5BIDoAM8rapBOLSjD44v343jqpYmoQ301aBfuC0+1Eh4qKS3NgFbBtY5k/KdyHh1HFRktVmQUGhAdeOUjMF1hsdowf/N5fLntgqPDz+VaBHvhuZtbYXi7MLevTTL1Bny/Owlfb0+odXLwFsFemDm2I3rEuJ+y7UoUlpoxf3M8fth7EUUGC5oFeqJdhC90WjWCfTTw06rQNtzX7fnK6sqeOrAuKT6JiKjxaFTBk7pi8ISIqHEwWqw4kJSPTL0BPhoVfLUqZBcZEeHngU5N/W6oxgGTxYZDF/OhVMgR10R3TXuoNzSrTWDFwRRsPJUFAYGYICkXelN/raNHpAzSxNnuTIDakLKLjHj6x0PYdSEXSrkMA1oFo32EL/q2DELXKP9/1OdrZ7HakFlkRKbegINJ0qS3E7pHIlxXP6OILmcwW6Eon1T8ajJarEgvMKDMLE3gK5PBMQqjRbD3dTEq8Vqyledcb+hgETVOVpvA/sQ8KBUyRPhpEebrwX2NbmglRgsu5pVCpZBDLgOSckuRoTegTZgPOkf6XfH+nVtsxI7zuQj0UsNLo0SJ0SKNjrTaEOAlBSkaOmWUEMIxsTwREVFDY/AEDJ4QERHR1SeEwIWcEvhpVQj0rjzvDRERERERERFdP9yJG3CsIhEREVEdyWQytLhBRsoQERERERERkes4ZpKIiIiIiIiIiIiIiMgJgydEREREREREREREREROGm3aLqvVCgBISUnhnCdERERERERERERERP9wer0ewKX4QU0abfAkPj4eANC+ffsGrgkREREREREREREREV0v4uPj0b179xrLyIQQ4hrV55rKz89HQEAAkpOTOfKEiIiIiIiIiIiIiOgfTq/XIzIyEnl5efD396+xbKMdeaJQKAAAvr6+DJ4QERERERERERERERGAS/GDmnDCeCIiIiIiIiIiIiIiIicMnhARERERERERERERETlh8ISIiIiIiIiIiIiIiMgJgydEREREREREREREREROGDwhIiIiIiIiIiIiIiJywuAJERERERERERERERGREwZPiIiIiIiIiIiIiIiInDB4QkRERERERERERERE5ITBEyIiIiIiIiIiIiIiIicMnhARERERERERERERETlh8ISIiIiIiIiI3GM1A2mHAJutoWtCREREdFUweEJERERERERE7jmwEPjfIGDNvxq6JkRERERXBYMnREREREREROSe3Z9Lv/d9BZjLGrYuRERERFcBgydERERERERE5J6Qtpf+Tj/acPUgIiIiukoYPCEiIiIiIiIi9xgKL/1dmttw9SAiIiK6Shg8ISIiIiIiIiL3lOU7/Z3XcPUgIiIiukoYPCEiIiIiIiIi9zgHTzjyhIiIiBohBk+IiIiIiIiIyD2leVX/TURERNRIMHhCRERERERERK4zlwGWskv/c+QJERERNUIMnhARERERERGR65xTdlX1PxEREVEjwOAJEREREREREbnu8mAJR54QERFRI8TgCRERERERERG5zlhc8X8GT4iIiKgRYvCEiIiIiIiIiFznPN8JABj0DVMPIiIioquIwRMiIiIiIiIicp3ZIP328JN+m4qrLUpERER0o3I7eLJ161aMHj0aERERkMlk+OWXXyqsF0JgxowZiIiIgFarxaBBg3DixIkKZYxGI6ZNm4agoCB4eXnh9ttvR0pKSoUy+fn5mDhxInQ6HXQ6HSZOnIiCggK3XyARERERERER1SP7yBOvYOm3qRiw2RquPkRERERXgdvBk5KSEnTq1Anz5s2rcv2HH36I2bNnY968edi3bx/CwsJw8803o6ioyFHm2WefxapVq7B06VJs374dxcXFuO2222C1Wh1l7rvvPhw+fBhr167F2rVrcfjwYUycOLEOL5GIiIiIiIiI6o25PHjiHeK0rKRh6kJERER0lSjdfcCoUaMwatSoKtcJITBnzhy89tprGDt2LABg0aJFCA0NxQ8//IDHH38chYWF+Prrr7F48WIMGzYMALBkyRJERkZi/fr1GDFiBE6dOoW1a9di9+7d6NmzJwDgyy+/RO/evXHmzBm0bt26rq+XiIiIiIiIiK6EPXii9QdkckDYpEnkNT4NWy8iIiKielSvc54kJCQgIyMDw4cPdyzTaDQYOHAgdu7cCQA4cOAAzGZzhTIRERHo0KGDo8yuXbug0+kcgRMA6NWrF3Q6naPM5YxGI/R6fYUfIiIiIiIiIqpnlvI5T5QegLo8YGLiyBMiIiJqXOo1eJKRkQEACA0NrbA8NDTUsS4jIwNqtRr+/v41lgkJCcHlQkJCHGUuN3PmTMf8KDqdDpGRkVf8eoiIiIiIiIjoMvaRJyoPQOMt/W0qqr48ERER0Q2oXoMndjKZrML/QohKyy53eZmqytf0PK+88goKCwsdP8nJyXWoORERERERERHVyD7yROUJqL2kv43FDVcfIiIioqugXoMnYWFhAFBpdEhWVpZjNEpYWBhMJhPy8/NrLJOZmVnp+bOzsyuNarHTaDTw9fWt8ENERERERERE9cw+8kTpAajtI08YPCEiIqLGpV6DJzExMQgLC8Pff//tWGYymbBlyxb06dMHANCtWzeoVKoKZdLT03H8+HFHmd69e6OwsBB79+51lNmzZw8KCwsdZYiIiIiIiIioATjSdmkvpe3iyBMiIiJqZJTuPqC4uBjx8fGO/xMSEnD48GEEBAQgKioKzz77LN577z3ExsYiNjYW7733Hjw9PXHfffcBAHQ6HaZMmYIXXngBgYGBCAgIwIsvvoi4uDgMGzYMANC2bVuMHDkSjz76KBYsWAAAeOyxx3DbbbehdevW9fG6iYiIiIiIiKguqpwwnnOeEBERUePidvBk//79GDx4sOP/559/HgAwadIkLFy4EC+99BLKysowdepU5Ofno2fPnli3bh18fHwcj/nkk0+gVCoxfvx4lJWVYejQoVi4cCEUCoWjzPfff4+nn34aw4cPBwDcfvvtmDdvXp1fKBERERERERHVA448ISKqTJ8GrHsDCGkLDHixoWtDRPVAJoQQDV2Jq0Gv10On06GwsJDznxARERERERHVlx/vBc78CYz+L5B+BNj/DTDwZWDwKw1dMyKihvPtrUDSdunvN/MBeb3OlkBE9cSduAGPYiIiIiIiIiJynWPCeC0njCcisstPvPR3SXaDVYOI6g+DJ0RERERERETkOkfaLg9AU56i28g5T4joH875PKhPbbh6EFG9YfCEiIiIiIiIiFxn4cgTIqIKrBbAWHjpf31aw9WFiOoNgydERERERERE5DqzQfqt8uCE8UREAFCWX/F/jjwhahQYPCEiIiIiIiIi19lHnqg8OfKEiAgAyvIq/s/gCVGjwOAJEREREREREbnOVCr9dg6ecM4TIvonK70seFKU0TD1IKJ6xeAJEREREREREbnOVCL9VnteSttlX0ZE9E90+ciTy4MpRHRDYvCEiIiIiIiIiFxjszml7fJi2i4iIqBysKQ0t2HqQUT1isETIiIiIiIiInKNufTS384jTzhhPBH9k9lHnvjHVPyfiG5oDJ4QERERERERkWucgydKLaD2KV9eIo1KISL6J7KPPAmKrfg/Ed3QGDwhIiIiIiIiItfY5zZReQJyOaD2clrH0SdE9A9lH2kSWB48MeoBi6nh6kNE9YLBEyIiIiIiIiJyjX3kicqz/LcWkJU3LTB4QkT/VPaRJgExl86JZfkNVx8iqhcMnhARERERERGRa0zlwRP7iBOZ7FLqLs57QkT/VPZAiWcgoPWX/uak8UQ3PAZPiIiIiIiIiMg19tElzum6NPbgSdG1rw8R0fXAPvLEM0AKoAAMnhA1AgyeEBEREREREZFrLk/bBUiNhQAbConon8s+54k2QPpxXkZENyxlQ1eAiIioAptV+lGqG7omNy6rBUg9ABgKgPQjwNm/pF6iam+gz1NA+zsbuoZERESXCCFNQp55HPCLBrxDpYnI6frkSNvlFDzxCpJ+l+Zc+/oQETU0ITjyhKiRYvCEiOom7RBwfAVQcBHIOg0o1EB4J6lRNnZYQ9eObiRlBcD66cD5TdJFZs5ZwGYBfJtIeWNj+gPt7gDaj5VyalPNTKXAikeAM39Uvf7nydIEhu3uuKbVIiIiqsBsAFL3A0d+BI6vvDSaAQC8goG7FwHN+jZc/ah65hLpt8opbZdnefCkhMEToqtCCOke3CsYKEoHfMIAv6iGrhXZmYoBm1n6WxvA0XhEjQiDJ0Tknj0LgO2fSBdsl8s8BhxeAoz7Fugw9trXjW48NhuwYgoQv176vyDp0rq889Lvk79KP0WZQO+p176ONxKLCVh0mzTqxK7DOKBJVyCoFXBkKXB8uXQcM3hCREQNxWIEvh4GZByren1JNvDHC8D/7b629SLXcOQJ0bWRnwQc/A449xdQlCGdG50FtAAiewAj3rvUWE8Nwx4kUXpI50ZH8IRpu4hudAyeEJHr0o8Aa18GhO3SslajpNEmMjlw6DsgYSuw+f3yZRwlQLU4sVIKnCi1wJjPpF6oai8guDVQnCX13jmwCDi1Gtj/NdDrSe5XNdnzhRQ40eiAu74ContfmsAVAELaSiPGknYAhSmArmnD1ZXcU5ILFGcCp34DonoBMQN4LNzobFYAMim9ntoLUGoaukZE187B76TAidobaD4I6Pk4ENQa8A4B8hOAed2B7FPS6OaQNg1d2xuHsVi6Ft/6kZQCzSdcGs0rU0jX7x46wGIAgtsA/Z4DIrvXbTuOkSfOc56Up6gpYS/rBmWzAin7gLwEKUOAoQDITwSGTuexdCM5/CPw2zOA1Vj1es8gaS6NvPPlHc5kwJ2fX9Mq0mUKU6Tfvk2k3460XQyeEN3oGDwhItcIAfz12qXAyR3zgU73AHLFpTKthgMftwZyzkiNs836NUxd6cZgMQEb35b+7v8C0OGuiutD2kq/m/YAzq0DcuOlhpbwjte2njcKIYBDi6W/h/9HOh4vp2sqNbxf3AWcWQP0ePTa1pHq5thyaYSWM6VW6tWm8gR8I4CYgVKv3+6PVDwv0/XFapbOe2fWSt+VCs2lhpH+LwBD32zY+hFdC8YiYOvH0t/DZlT+LgpoDrQYKvW0PvkLEPLyta7hjamsAPjfICn4ZOc8ohcA9OWNe3nnpfSeYXHAhO8B/2j3tmUsln6rvS8t48iThmUuA74ZCaQfrnp96kHg2aMM1N8ITKXAhrcuXR9oAwD/ZtKo8Y7jpXTZnoGAPlUanf/Xq8DRpdK6FoMbtOr/aAUXpd/2VGqc84So0WDwhIhcE78eSNwmXaxNO1B1flUPHdD5XmD/N8Df04FH1rNnNFXv0GKpJ5xXSM3puDx8gdjh0uiT4ysYPKnOvq+k+WKUHtL8MNVpNVIKnpz6jcGTG0HqQeDPFysvt5RJP8gFCpOB5D3S8rJ8YNAVNjQKAeycK436KssDIntJc1r5RgBNuwNaf6kns1cQoNJe2bZcqUvCFilVRUALQNdEaiAyl0qjNdQ+gHfw1a1DfclPBJZNBDKOXlrm3KN056fATVOk10jUmC2bCBRnAL5Nga4PVl2m/RgpeHJiFTDw37yerI3FCKx8VAqcaAOAtqOBmx4CTCWAXCUF1YUAjHpAoQKOLgMOLZE6pfz5InD/z+5tT58q/fYNv7TMPufJ9dxQaDVL74NS3dA1qV9CAOveuBQ48dABIe2l+zVDAXB2rXTMJe0AWgypv+3a07elH5Ea74sypE4daYeklLFjv2SHjrpYeu+lFNmPb5Wuwaqiawr0/j8g66R0PC9/SCpfn/OgWC2AoVC6vizOkM41CpWUPiwnHug0QQrsEIMnRI0YgydE5Jpd86TfPR6r+YJs4L+BI8ukCUBPrKrfuU92zQfWz5BGtIz5HPAJlZbbrEDmCaAkC0g/Kt0oRvUCWg7jzfb1ymKUUkoAwIAXpUbQmnQYKwVPjvwI9H9euimkS2w2YOM70t99npYCTtVpd7vUmy1hC5CyH2h607WpI7nPXCY1MpblA6FxwH1LAY0vIFdKN63mMul8l7xbaghLPwJsnyPdSDuna3OHzQr88qT0fHZn10g/l1NqgdD20v7mGQh0e6j+J3f+6zVg92fVr5erpPel5bD63W5dCFH9d47FBCy5SxpBp9EBg18BWo2QlvuEAd/dITV6HfkBGPCva1ptomuqIBm4sEn6+66vqu8F3/oWaWRW9mlppGSbW65dHW9E+76WRukCUoN1bC3nxJgB0jX9/wZJj8u7II34cZWjkdBpxIpXeSC7KNP157lWhAAOfw+seVlKWxbaHrCapO9KnzBpvUIldQzwi5aujVreXHFOl7ooyZHe35OrpfO/d4g0it8rSHoPvYIB7zBA4y0t0/pLwQ13PgtAGqG670vp71EfSt/HzgGiX5+SOi2dWVt/wZNts4CN7wLCWvX6/AQgqjc76rgr/QhwYbP09wMrqg+cOLtlFpB5Ekg7KO3j93xft3vgE78A616X7vWFTdpnhah5NNnuz4BHNgJBLd3fXmNzefBEWz7nSRnTdhHd6Bg8IaLaWYzAxfIJO6vrIWjnEwb0fQbY/J4U6Ghza/0MD981H/jrFenv8xuAOR2ktE5NewBn/wIKL1Z+zM1vA32fdm87hSnAoe+lnMCBLaW5XHSRUo9+q0lKNRHQXHpNV3u+iOIsYPfnUiNpWJx0o+sXLd3cKVRXd9tXW/JeqUeVZxDQbXLt5VuNkt73vAvS0PQ7amhM/SfKOin1LFR5SQHMmgQ0BzrdKzUibHwHePAX17ZRnC0Fr5J2Sj3Mmg8EwjtLN/s3+v54vdr/jZRixbcpMPl3QOt3aZ3aqcGqaTeg11Tg067SMXJmjZS6oS5OrJICJ3KllEpPqZFGd2Qek3ofpuyVbqSFVRr5krrf6bG/AE/tdb/RpzrJ+y4FTsI7SefE4kxpP1dppYC5zQysehJ47njDpSI5+Suw5t9SypyWQ6UAf3gnoEk3abSmTAYcXy41QngGSb1CLx9d0v0RYPVT0nvI4Ak1ZonbpN9NbpLm5aqO1k8KBG+fLV3/tRgCqDyqL39mrTTvl6kECIiRyge2BLxDpedSeUoN4401ZdGp36Tf/V+sPXBiF95JSvl4YZM0stedc09+eTow5w5VQbHS78KL0vVyXYP4V8Of/7oUXACqT23lrPkg4IGVdR85kZcAfDWsYsNz7rnaH6f2Bp7YLu3HrhBCuu8CgAEvSfMHXa71KCl4cnYNMOqDK+9clp9YMXCi1Erffy2HAga9tK3ceCmow+CJe47+JP1uf6frHUNUHlLHws/7SOn4ts2SOqe5oyhTGr1mNUkjmi8nk0vBAK9gadRs3gVpuaFQGinz6CYpCHg1CCEFJvyiKu+7NXVcudYuDyrbUxkWZUod3eTyhqkXEV2x6z54Mn/+fHz00UdIT09H+/btMWfOHPTv37+hq0X0z5J6QOql5RUMBLWqvXyfp4AD30p5lg8tAbpPqf0xNck6JfWCAYDYEdKFSfYpqWdO+hFpudpHaowKaSsFe878Cfz9ptTbKyBG6l0XFlfzdgx64MshUuOcKzrcBdz19dW5YDuwSEqjYDVVXqf2lkZe+EYAEV2lXt8eOqmXZmCL+q/L1ZC0Q/odM8C1hgyVhzTPzrejpH2q3Rgg9uarWsUbStJO6XdUT0Dhwlf7wH9LN2cXNgEJ24CYWr5XjyyVGh6M+kvL9pRPSilXSucFn3BphERwGym44hMmpVgL71z3Y8RiklIcyRXSTRsgNYTZrFLjeW68dAy48ppvNDYrsPsL6e+B/6oYOKmKTAbE3Q1s+UBqrKhr8GTf19Lv/i9KoyOqrZ9NGr1k1EuNaPu+ks75Oz8Fbvukbtu+3JYPpN9dHrgUMHW+STaXAXO7AkVpUsNf5/vqZ7vu2P0FsNYpYHn6d+nHmVJbnmIN0vdjVWm52twK/PH/7N13eFRl2gbw+0yftElPCISOdBFRafYGKGDvouuirl1E19V1/XR3LavuKquI3bUrVuwIdqVIkSi9BkhIbzOZTJ9zvj+ezGTSJ40EuH9cuUJmzsy8Z2ZOe5/3ed65MsHzzu9Ys5wOXrm1wZPWjjuAzAP029vSUbvqORmc09xzLrxMgiOABHkjs+dCFJ0ckzRV9l0jzwFO+tuB36HlrpIMRAAYd2XbHjv6fDkXWP++7PejOV77PVK+B6ifeRKTDMRnyT65ZDOQfUzb2tJV9qyoC5xMvAk44jI5XgV98t6FzrWriwBosvze5TL6f+uXwPDp7XvdpfdK4MQYAxz1R+kId5VLp3Plbik/abHJeX11kQQidnwj381l84AZ/43udUo2yXMaY5rfRgaeKJlcVXvls8kY0b51AuTzf+cyaW/fSdLOpP71M11GnQvMGy3boqtCvhsUnW1fye8RZ7ftcenDgKn/Ar78M/DdQxJA7n1k9I/f+FHdtnD0NTL4IyELyBwFZB4u36/IALbXKcHq50+UQYbr3gAmXNe2NkfryzuBVc9LQDyU4RabCih6uaZU9HLu2ZEMxT0rJEPEFCfrZbHJAJ0+R7deISEkFFQOzSGV2FcypANuGQzVmeXUiGi/6tG9DQsXLsScOXOwYMECTJ48Gc899xymTZuGTZs2oW9f7niI9pstn8vv/sdFd1FlipWT98V3SUfa2Fkdqy288hk5QR96JnDJW9J5VrFLOu7Kd0pQZMRZdbX3NU3Kzvz2toxw3P2TdBRf9p501jdn1fN1gZPEvpKFoqnyt94sqfbGGJnkF5DOutEXAkOntn/dGtI0Wd9Qlk3WWCCht3So2ffJSZzPKT+OfUD+6rrHfv8v4MpP23ai3F1Cnf1tKfHTbyIw4Xpg5QLgk5uBG1a23qF8qAgFo/pNim75pH7SwbL6ReCbfwCzlzS/be9eBnxUO4oxczQwbDqw+2fZVsq2S2dVySb5AaRkQKTx18kox7ba9DHw+e2SedWSw6YBF71x8AVQdn0vo3etScDhF0X3mFHnS8Bh5zdSKiQ04i1axZukw0jRt94Bp9PV7+DPGgu8Oh34/T3g9Ac7XurEUSDrAQDHzq27PfJ7arRKcP7bf8rxps8x+7dshKsC+O5B+f+EG2SC69wfZPuw59V9d0OBk5Qhsj00JSZZOtd+eVayNgeccOB36NL+46qQ/bGvWua9SsiSc4eelmWhaXWZJ/2jCJ6Y44BT/k/O6X56HDjyysbHfY8dePcKORYNmy6B410/yFwelbulszo0Ol5T6x+jfvqPdP63NeDQ0xSsk3VL6t/2zrlh04HPbpPyaIW/AVlHtP6Y0Kh0U1zjTvGMkRI8KVrfM4InqiqDPwD5/kyp3We3FjxY/FfJfNz8afuCJ5W7gc21gfRrvpXBXdHYs1wGCuW8JQNdErJaf8yuH+R334nNj/w3xUpn+rYvpZN76kPRtacp276U6xKzTQInaU0MrEvsK+eMRetlXSbd1PJz2vOBFU/Luc+Q0yQb02CV7KWWMs4ONhW5kp2k6CXg1Vbjr5V5DTd+KPvNq7+OLgPMXSnX7IAEYCZc3/pjzHHyc9xcGfC35mXJeursQYVbPpdrdEAGTZXvaHq5RdcBt/7evmvDVS80Pb8gIOdjsxa1fk4WDNTNBRXaD+uNMrCxdAtQuo3BE6IDWI/uaXj88ccxe/ZsXH311QCAefPm4auvvsIzzzyDhx9+uJtbR7QfaJpMFly+Q0Z4VRdLBog1SerLWxIky8LvktJSw2e2rbPFVwPs/La2dr4HgCajOTx2eV5zvFx4//qaLD/6/Oife+wsuSitzJUR6s2NhGqNpskoLEA6lgA5KUsZ1HyWhaJI6vLhF8nJ+IYPZFTdB9cA1y9rukPRW103r8u5LwKHX1A7sWa1lIpJHlCXth8MyJwRy5+UjufBp3Re2aLVL9YFTsZfD0x9uO4k1F0p7XFVSEdA+S45QdZU6Ywo3yEdp5c2MdqyJ9G0ugmTe49r22NPvldGZFXslPJdZy/o/Pb1RAGfjBYMeOR7b7DINmq01G4jX8ty/doQjDr+z1KiLn+VTCQ6dFrTy4WCp8OmAxe8Wj9I4fdIu8q3y7ZWtVeCKEG/BDgd+6QzOKm/bI/Rjjzc8Q3w7pUANNnf6Yy1mSdag8wwRS7iP5gNnDW/Z5UIaQs1KPv6kk3SUTLo5LpR06POi35S9rTDJIhRsA74+Ym6TqJorXtDfg87I7oOm0j9JksnZNUeKVHVWonH1mz+VPZtfSe2nFE38Sb5/uavBt6+SDoKrEkde+1obfhARginj5CAkU5XVy5HVaUDsWKXbL81JXIB3tJnGdomC3PkeNRa2UlXhQTSjTEy6rN8p5ThsdhkW1CD8lxqsK68xjHXsMxeZ3JVyNxRql+y7hJ6y0hz+z7ZhhKz2/Z8pdukTJWmSWdjaxmz+WtlhPrmTwFoje9P6FNbuz4ox4yAV9qaOlS+J459co4zdKpkYWQe3vaOL1eFjFi258t5aVJ/2XYT+8k5pN4sv+My5DzFnicZi9njo3v+wy+STr2STcCSe4AZT9U/1137qowWThkic6gYrTKgJiQYqC1Dky/ncQXrpCN521eSJb38STln7cnBSl+NlPTz2GX/3HBy5lD5xLaeUwHS0ThsunS2fv8wcMk7rX8HCnLkd9rQxstmjgZ2LJXtoqOZ551h22IpO2m2AafcF/3jhk+X4MnWLyQzvaW55Jp83a8AaEC/Y6MPnAAyCKbfZBkUs/wpuQ5oTe6P8nvgCS0vd/RsOWf69TXgxLvavk4hGz6Q30dd1XTgJPx6VwOf3irnIyPPbr7csbcaeOVMCTgBsq0vi8i6iU2X75mm1g6auKbtZZkPFGtqs3/7H9v+AWJn/FsGcZRukQyhS99tPQD12zuSGZE0QLJ92+Lwi4Cl98ngwj3LpO2dJX+NXL8Dcj48fKZ8D9SglCsOeCUb5au75Txn+VPAKfe27TXKdsg1JSDHpqT+cnx0lsogptwf5Dt/+AUtP49jnxxr9Wb5zoakDa0NnmyJvqQiEfU4PTZ44vP5sHbtWtx11131bj/99NOxfPnyRst7vV54vd7w3w6Ho9EyFCHglRPBYO2FVKhTylEgtSy91TJq1BQnHfOhEfh6k3S0qwGpae6uBHwuOXhZEmUC76o8KZWkM8gJYMAjr5E8QEaQhEbNh1I9fdXy2+uUZUN0Bin7ogZk9IU5Tu73uaRUh+qX+63JcnJRtkPa7CyRxyZkyXLuCmlz5HqpqpyEKUpt/Um9nIwFvDIPgzm+9sCZKB1B3mq50DLGyGNqyiWTwhgj74HOIO9NdZE8f2y6dE743fK+eqvrRtofcVntZL4t1AT1OmWUzuoX67IcopE9XjqsWups0zS5yN62WCYv9FVH99yJ/WTixGiFRgt+crMEGBSdjMzV6aUj6fd3gO1L5e+hZ8rEjOZ4ec/M8XLSoijSIebIl87itmQpKErdqOhR59WmFG+V9lz8VuOLvS2fy2eZPLBukntFqS2J1eDiQm8Ajr1N6vmWbARemQ5MulnKrnRktI2myWcOSJmxyMAJIB2C1qS6USu9x9WdyJVtB+YfJdte5e7GF9adQdOkA0JnrN/J4LHLNhBtSnN1kbzXik46m9rCFCMBk5enypwdSQOkpm9PqXXbWTRNLm43fyoBiYqddeVIDFbZbnxOKT/iscv/9WYpYRWt+EwZIbZsHvDNP4Ehpzdd1zs0aeWo8xpndxgtcuHc3MXzF3+W0WKL75LSeyfdIyPUWrP0PgAaMOZSGdUYmblWU157Ea3J/uGdS4FNiyQgd96L7es8agtNk6Dzzm/lQik2XT4fj0M+I0+V7MNHnw9Meaj172bujzJnhyO/7rZQEAKQ+Wna4qS/AW+eJ+/70VdHXzMdALbXlooY3Y6SXzqdvN7SeyVzwhwvJSfau22G5tkafErLyxktwEVvSsnF8h3A+38ELn2v/nd1x9fAz/Pk8xk+U45PfSfW1ecH5FzAXSEDE6Jt86aP5fcRlzbueNXppKOoLXNjxabKRf+Xd8r7mJDV/KCF6iJgwQTZl7ZF/mqZTHp/Zmqpqhwr7flyrDAnyP4/NlXOM70OKfvXkWwlTZP3pPA3KesZ9NfeoQAK5BwtZbCcS9SUyrbrKJSgk8UmHYkZI6N7Lb8bWPuK7J/3rmx+smRFJ+Xmoi0nV5ELvHSa7EMACaD2myTttiTI+5aQJfPm5K2U0eaRWRS2bDkf9rlk/QIe2a9E7ltCGo7cLd0sHZyJ/eQcqNcR8rp+t5xzxCTLPi607y3fLu/37p/lWOx3tb5+elNdSZh+k6Kvja/Tyxx2b54nAV6vEzjnubrOwJy35Pekm5s+99Ub5Cd0nAoFY/sfJ6WqyndIh180ZcTaKuCtm5S8vVwVwP/OkM8IAL6+TzIossfLPizorwt8t+UcINIJf5H92bbFwFsXAuc+33IQOn+V/O7TRGZJ/2MlALj7p54xF0FoANhRfwBiU6J/XPYECciVb5eSX8fd3rbXDQ38ak+J2eNul+/kmv/JdWPmqOaXDQbql8JtyaBTpMxq2TbZh7UnAKGqdcGaETNbXvbwi2VEf/EG4O1LgD8ubvpaYdtXdYETU3zja9Oakvp/f32fHMOzj257+3syTQNy3pb/T7ih/c8TmwJc+g7wygzp+H/uuLrAQ/rwprfJ0Gc67g9t319ZEuR6dO0rEvTqzODJ8qcAf43s785+pvlsSjUgpRtXPiOZhG3J8Pj5cdlPDzoFuPyD+u/P94/IfEIrF8j5WEv7s/B8J9n1zwnThgP4WAL31Hm8TrkGjkvnoCDaL3ps8KSsrAzBYBAZGRn1bs/IyEBRUVGj5R9++GH8/e9/31/NO3D9/i7w1T2NT0K6yob398/rHEi+f0hGMvU+SuYDCPjkQllRAChy8lj4W93cAsZYCSzEZ8qoPYNFOkvcFXIhazDLBem2r4C8X+Rn6X3AmIulA718hwRvFEUu5Is3yhwmIUn9gfSRdRehzhLpSDBa5XFep5RBOeGutpfeGjtLSv78/o50nG76BLjgfzKxbmRN+I0fNX5sXKacfJRtk79Hnhv96OuGTDHA+S9J59rWLyStuOFouFBwa9j06CaGjEkGzn4WeO8P0omxcKWcdJ29QD6r9giNSjFYgJP/1rYLztQhMlp957dSvuucZ9vXhoaCfmDzJzKyc/fPtZ1EipxY27LlImjfWvkOTnskutIXJRvld8rg9n2mfSdIB+M3/wC+e0A6zac90vaR8g0Vb5LOA49dOg2S+slnqam1E2RrtUFkg4wKjLYcyvKnpNyIxSYdRn0nyu/kgfU/Y02T7RMa8OvrUt89kjFWTg5DHWtA3YSnOqOk2Le1tMGxc+TivGSj1Ec+4c7661VdXPd5DWhlRGNTpv5L9lvr35eOn2/+LqP0Wyp1V10ko0ShAKc/0Hi/E9n5MXSqTKT+wTUy4uyl06UTdPz1XTNpZf5aGfm8d0Xry65cIFkAYy5ufhlvNfD+bDkmW2zS8bX757rASd+Jsv9vi8GnAANPkmy7j66TUn7R7LsrcuV4oTO0r1QEIEHf396R78x7fwDGXSUjINvTUR8qSdhU51xD8RlS0vHlqbIP/OxW4Iz/yPZQUw4svEIuvoH6n132BNmnOQplu/I5pfPp4rda7zzwOOqOG8NntHn1mnXMtfJZ/PKMlNyoKZOgVMP3cMX8+oETRSed6lpQBqSEBqMkDZCObUUvmTAbP5SBMiPOkgvOwad0babOvl+lJFBrkzMrejmuBrxy3Ok9Dhh0orwfFlvzjwsGJMt19YsdO7fd8Q0w8QbgqNlAQi+5zVcj77+7Un4C3tq5NN6tP5luyhA5FpZsqhtgAMggn89uk5H4rWWQAJKl56mSY2PyQBkMsWdZXcdoU3QGCXZOurl+GSJNk3JVZdvlc9ebajNATPJdKdogA6gsNmnv+vdkhG/VHgmitFXGKNlfeR2yH1EDsu0FffLjd8vrAbJ+M59q2/MPOVWyghddL8Hysu3AWU/JwKjSzfL9aa0jtyFznHSGrf2f7K87M3iS+6Oci4eCW7ZsyQocd6WcK7bl/G7tK7KOlkTp+M5fJZ35kZOfA5JlNLqVkdHNSR8GzJgHfDpHvndvXwrM+rD5c7RQcLupslx9J8h3yp4HlG6V5+5OoX3PsDaW3tLpJBvwo2uBH/8tnc/RDkwKeOvK07U2AKApg06WY1Huj8CLpwAzngTGNFO+s2CdbHeWRMkca4lOJ9man94i5S7VgMyX2JbPqHSLnCcbY4HMMS0va7QAl7wNPH+SnKt/cA1wwSuNz0lC36fx1wPT/iUBQ0WR7Tror9vf6o2yv9/wgQyUmHyLnCNljY2+/Z2hIleOA8Xr5To5NLhSUWSfWlMmWdJ6k5Qdjba8s6NAMhfbW7IrUu9xUongvT/ItfT3D8uPKU721yPOkn1eam32WDgA18794MSbJYi7fYlc1488p2PtB+Q4FjrPOuW+lq+7hp0px6C9K4BFNwBXfBJdNqHHIZ8lAJz018b75qOukuBKwa/Sf3Hq/c0P9AgHTxoEbgadDPzwL3lvAt6eV06zKaoKoPa6154v5zgBb201AEPt3DCxMlhDC8r+x1st22jVHsmiDXjkPmeJnAcEfHI+Ghos6yqXfi9FkYFoiX1lELPPKdu9Wps1WlMm+zhFL300OgMARc5tNFX+n5gN2PrKviXgledQVfmskgfKYK7OLLNOhyRF07Qmcry7X0FBAXr37o3ly5dj4sSJ4dsffPBBvP7669iyZUu95ZvKPMnOzobdbkdCQjtTUg9GGz+Sg2iI3lR/ItOE3rIjsyZKORafU3bwtmzZUYUmDddUOXmy9ambvLqmTEbz2XrLgVhnkJJNpjj5f8mmutHp5nj5baqtlWmq/TGY608EW1Mmj1EDtW2xRGSA6KSTraZU2pzUX3bQseny254v7bImy4iImlJpu99Ve2GrSconIOsT8MjtCVly4uIolAODrY+MRPW5pPNF0+TvYO3cEzHJ0r6AT/4f9MtrRY400xnlxM5TJScuofIZLUkeJLXRx1zUcsdBSOUeOWn57R1JMW2JwSoZKsNnSCdwV5YqCI2g/+qe+iOJ9GbJ3gh6pdOiZLN0NESOTAyx9QWuXtr+oETIigWS1muwyElV34iSEU+Pl+/0xW+3bbK5yt3S+fzLs/IdShpQN/pdDco6R9sxteZ/wGdzpJP6yk/asmZi70rg5Sny/3F/kDIyLXUg7/xW3vfMw2tLvSTUdbj4nNLptfzJ6EfKKHrpyG5t3o2fHpdO9BFnAxe+Gt1zN2Xls5JmHUqR7n+sdB6V75T3f8IN0Y1k3vmtBDh2fhv9a2ceDlz1ResdrGU7ZHS46m98nzlB9nMWm+yXQieJkSbdLBdQacPrgkP5a2onZh8qWSF+l7yXoQ6/tvr1NcnIAmTfMOQ0Gek4dKrMX/Hh1dLxd93P7Xv+kC//IttJXCZww4rmS3j99o7MsdJrDPCnH6N7bnellIYIZQKYbcCJf5GLt/hejS+GNE1GQq5/T/btQ06TwEVc7SSU3mr5bGLTZJ/uqZKLns9uk8/IYJEyBUn95YTeli3LqgH5PDd/Kh1ysenAzWua34evfEaycpL6A9ctk+1170r5XptiJesmeWB070Gk8p3SWeG1S/mFmfNb76wL1Xvudyxw1edtf80Qn0s6X398DIAGHDZVOkvaEiitygPmjZLj/F150QfCNn0CvDtL/p8yRCYP3fqFdIzGZUhAf/tX8tlW7Kqb06qh9BEysr1XCx1R276SEdpJA4Bbc6Jft2ioQZnDITTIoM8xclwJTUCqacAToySj4IJXaidytdYPIAcDsn6RnVRbv5QOp4ZZAsmDpGzf8BkyMWpLAwi81UDh79KJG9pemqJp0uHw7QO1pVZiJcgfmqhbVWtLXKhyThcKbjVkTpAMgd5jay/YK6WURk2p7PtLt9bVGA9lM2aMkn1/+BJHk8+8aIOsW0yKnO8mZMl+c8OHdR1HerOc9zlLWs7MTegj++ehU+s6VANeCbhYk+S1375I9hsWm5xbtJQ96/cA/xkq+5rLPpBgQeWe2tKqtR0HXods284S6TDsf6wEStu772/I55LtY9PH8tqVu+WczFmMRiXBbNny/iX1l8yaASe0vI/RNPmsqvZIp3B7B8Pk/ijXMa5y+bxD23D/4+T8o61KtwELxsvznP+ydJC3xu+RgQ7pw5oeRf/Lc5I91pze46STbnCU5VsWTJKA9Iwn5dx922LZXxf+Jtuy3ij7gHOf7/ggkn2/Aq+dJd+11MPkOBfwync31JnrqgAeHQhAA+Zuafr799bFUh7qyCuBmU+2/Jp+t3yvdQY5rwHk8/XYpUMutvYazOesu/7UNGlPa8e1mnLgsdpj6N35bR9Rr2nAqzMkENJvMnDZ+9GdV+76Xt7HuAzg9q3ty75xVchxIBSEOe2fTWeKLH9KBqiF5oVsjarKcTJyENugU+S77K2W7d2WLXMHDZ8pn4U9X7bZpP4SqP76PtmOr/w0unXZswJ4baacPw05Hbjwtfr7gNB3/IJXWu90d1UAz0yWjtOQUefJ/rirgyh5q+W6aMtnzZ8/NKQ3yfldS+XNQrYuluNG+gg5T+4M7ko5l9/1vRyPGl6PKPq67MnYNNmm25uZuvQ+yWY31AbNBp1cd19T5yStKd0KPH2MHJfv2tv6ALHyncCzx8p+cdpjMv9La7Z+Cbx9sZxr39LM9e7ql4DPa7PmE3rLdpE5Wkr7RZ7ffzpHzv2P+RNwxqN1t6sq8MQICQyc81zLg6o6kxqUgE7VHukPU/21pdl9cs5VXSxl4d2VEkTyOuTcKvIcCwqaLAnaU0R+f1ty6t9lwCBRAw6HAzabLaq4QY8Nnvh8PsTExOC9997DOefUHURvvfVW5OTk4Icffmjx8W15Ew4prgrZidr6yE401GkeKm/AlLeuF/TLqIiybTLS3RQrwarQqHZbtlywZI1tX1AjGAA2fywdcI4CGVlqy0Z49IDZJp0kba3D3VEVuVJ3tWSjXCCd95LUvw0J+CSQYo6Xk/eCHDlhN5jlAqm9F9qRVFVK/Gz7UjprJtwgow6NVuC/YwAowJ93ti2tP6R0K/DmBXUjxk3xcjAP+oAzH48uI+Oj64Hf3gKOvxM4+Z62twEAls+XkfGAdOqd+3zTIwP3/Qq8eGr9E46UwdIp0LDEh8UmJ4KHXygn1gGvnHxV5srv3uNk0uQNH8jI58s/aHnC0dfPlYmgo52QsCVF66VDOzRKPVLSAMkwGnVeXYdCwAcppeeULK2cN+suIBWdjMBLGSwnkiWb5II9NJpMqd0eC3+T3+kjpbRaqMZ0wCsXmI59gLtKvlc//Ue2997jgBPvlhFUe5ZLtk5TARWdQX6MVsm6aGvd4fbQNGnnz/Pqdxb2nSQBBq9DLkpPf6Bjr+N3y0VN+Q55Py5+WzIGGvrwT5KtduxtMsKrLevx2zvSaV+xs+52nUEudjQNgCadMQF30xNOxmfJe1+ZW3uRFzG4IOSwacD0x1vupAp4gWcmyWv0Oxa47L2mO1xePFW+u1MfASZcF/26RmP7UtknQZPR+6f9UzqOK3dLuSSltlxl6Lj/2tmSrXLKfdGVVmvN5k+BD66WoPLwGTJqvKkLX3elHBfj0utuCwWSs8cDs5e07XW3fikXsM4GWcqXvgscNqXub3u+dCTozdLhbo6TARlvX1w7Mi5BgruRF/+RFt8tQZkjr2j7KPpoqEEZcf71/bINmm3AcbdJp4q3Wub50RmlQ6Et5a5KtwJL/0/2gc5iKUkTKTZdzhHShkkgwNa7rr546VY5RrkrpXPkqNl1ZcWKN0hAKi5D3r+tX9btl0fVlrBruL0HvLJ9Kjo5X3FXynfS75ZgxuqXoitdarHJ93v0Be0r/aWqks3wy3OSSRpJb5ZAryVRjgO9xkhH/chzWn8tVwXw5vmyvzfFyXcwMoCiqnUdcCvmS4ekLRu49bfoMmD3F79bfkKjq0PzDnSXmjIJOq9/r+62y95vX3kkoG5bBmRfOemW5s+RNU0y3PJWyjYwfIYEHzVVjhXFG+sGYoydJUESU6wEHLd8Ltt06Jhy9jOtl3Qr3gQ8M1G29T9vbzwYpyvKYu1eJp32rrL6tx99jZy3bflUAlhpw4EbVzb5FNi9DHildiDSGf+W8yotKMfD0Fxt69+XDNv8NQh3zsX3ku9W5CAzU5wEThpqLpgQKfdHCX4k9Zftqj0iO2SzJ8jxvLW5Qpb8TYIaYy4Fznmmfa8LyD5iyd+kYgEgWWb9j5X9bihw995VklF48r1SxjYawQDw66tynN71PdrVOTrtUSn9Gq0dXwPvXC7f/8zRcm7e6wg5Drx9kXzH525uOSgf4iiUbbZks1xPhPajw2cAk+fIOWZHyyirQfnMHfsk8L76BbluCBl0igRAY1Lqzp291fLexqXL9dKy/8q+ou9ECTS11s/yw2OSUT/6QuC8F1petj38bukH2vld3VxxkdvWyX+TbKv2CgZk37H1c/k8R58v5xk1ZbIdBdzy/R16hpxjxabKOaKrom5eT1OM3OdzSoUBQMqGXx5lNZPQQCBjrOyfWivf9cWdsh866o8y4KY5W76QoHhk1mlcpszpetgU2cc8MUqCek0dj376j6xPYl/ghpXRl7pujrtK+hyq8uQ601UhAY/QvF4+l7y3TV1rtpXOKM8T+g0gHFRRdPITKi0NyPsSk1w7P69NtgW9Sb7/oUGyRqvs21MGy+PLt8t3IC5T+sV0BlleZ6w7B9NUeR0tKNunrY+cs7rKpX/JVVE3CNEUJ6/lKpfrgf7HtT2Tnw4JB0XwBADGjx+PcePGYcGCBeHbRowYgbPOOqvVCeMZPCHqgdSgBEXiM6VDpjv4auTELjTBdqSBJwJXfNz+53aWSKfUhg/qZxDoDMCc9S13tqqqjLR27Ksbddpeu76XlGXHPjkh6X+cnLhkHyPlz+LS5GIyVN/W1rdxtpKik+BA9tFSe7m1uv1eJ/C/aZKWb4qTmvpDp9VdvAT9EjDc+qWUCgBkJFZLdZyjpapyorj5EzmpTT1MsilCo5FDJ17uqrqyIfVXViZRnnhjdCUZCtYBb5wnJ2SAjL5Tg3JRFXnyGKIzANevqD/qzO+W0ZPWZDlZNMXWZpMMkwCipu3/yWs1TQJDv70t82WELkYNVskAiWbUXGtKNkvHk6dKAoyHTZGLz/6Tayc11mT0tbNYssNam/y0KaoqF9U5b0mpk+ZGB+rN8tpGiwThyrajfgdCg9FW8VmS0XXc7dGNyitYB7w6Uzq+B54kk/CGggdBv2TcvX2RvM7czZ03ejzSujeAj2+s+7thZp+ikwsbX03d7devqF/+pyNyfwJeP0cutmx9Zb+W0FtGM8emSWmq7x6S92PgCdJxFpsm26+nSuZvOaEdF/LuKpkzZN2bsv0dcw0w5cHoHmvfB3x4TV0mQv/jJGMiIUu+Awm9pAPzlRnSYXLRmzL6sKtU7pFASVMB4r4TpYZ8R7gr5Viw+TPJpvHaW39MUxmiTTFYgdP+3rYOtkhqULaj3T9L4AaQ9z42VTqnNE2OTb3HtX/i40iaJiV+fDUSBIrLkP1xRzrh/B7JUMr9AYBSm7HWT9apYF1dSbXQQIYT75bSg9S67UtlXpiMUR0bUaoGJdvvl9pyp3qzdHylDJbPKrGfBC3jM6Wj/6Uozs+Ou6Pp8qvOEgmI5rwp5yZXfgr0m1h/GVWVoGHZdplbb/uS6LMKOovHLpmRpVvkOLHhQwCavCfOEjmuTbyp5f3q1/c3LgEXOu77amQgU4jFJoNbIgcr6M21+5lmuioMVuDGX+oy8pry8zwJSg6bDlz8Zsvr3JK9K2U79thlv3vZey1nsSyYKANwznup+XmroqVpku2w9P/qbrNlS7naYWfK4K/K3cCsRXVzPbZF0XrpGLYmyrlofKZkWKx+sbaElE6Off6aulKRI8+RdWtrkHf3Mpn7pKnjzJhL2ldyuCBH3p+NH9Wd71lskn2aPV7KpiX2lQFVrnJZ35JN8p71nyyZ29WFEuwq2yad0fa8+vOwhuiMsg+feGN050lVeVLZwF8j35vzXpRjlqrKdZfeLFUuXBWy/Ku15xJn/FvOW7pa6JiXv0b2g0f9se0luhsK+IAP/iiBuc5y+QfRZ+qpqgRu966QQWBXLGphnpSIa++L35LtqSV+t2RmFv4mwaemKomY4oE/72g8WMhXI98Fe55kCo6dJdfjmipBWWhAyRYgJgmAIsvZ82VgicEs15eVu2t/9tQv4dwSvVkGA9SUyrac0FvO4Ywx8vpxmbVBjgTZp8WmyU9chgQv1GDd+ZZOJxkqoTJd7sraOWp1EvgymGX5jsxfR7SfHTTBk4ULF2LWrFl49tlnMXHiRDz//PN44YUXsHHjRvTr18KJEhg8IaIWqKrMx/P7u8COpXW3X/KOdPh3lN8tJzxBP/DJTTLqtLmLzJpyGZ2+81uph2q2AXdsa/vcFQ25q2Rk5m9v179db5KLid0/ycnOrb/JRUVNOVC4Tm7rO7F9o0o9dmDh5XVBmfgshLM8fE7UuwBOHgjctLbrAgQeO7DiaQkkRY4Ui5Q8SE7Gx14mo4nbwlkqGQ5rXq4/qsdglcCgNVm+BwazTMR62OntXpVuUZErga7SLZIh1tzo+/Yo3SadwUW/192m6OViXG+U76wxFvhLbsfrAvvdcsFQtbc2q8cIeGozHfpOlM6CEI9DLpz9bplkPSZFLlqsSbXzArRjJPjeXyR44K+R93Bc7QjRrYvrOok6OjK1Nevfl9FyoWBfsynuSm3H7V869/V3fCPB3MhMEJ1BLuiaK9UEyGiya79r24TrDQW8ss9ra+e33y2dqWtfabk0R2yaBL66Oms36JeO3e1LAFelZFbpjMBZ89s+z0NLAj45Nmz9Ui7QY5Klo1RvlAvnpH4yanTYDAkGrJgvI+3VoATCE/tJ9k5MsnRUHTmr42WEDga+GuCzuZJR1xxjrOxrz/xP92Z1HMq2f12bLbq86ftjUuuyMYZNl5KEzmLp5NIZ5XgV30uCA6lDmn8dTZPMjU2L5Nhy0j2y/L61cszIXyXnMJE6OqimozYuknkyQu2KywSuXyaBzOZomgSxl8+X9TSYa0vA1VJ0Mhhh3FWynwjNKeRzSVldS6Icv2vK5LzKVBvIDJXS2vOzlIC69N3m9/Gdmelc+JsEzb12aUvyANk3B31SrjapX22HYpVkD0AB7tzVfInSttrxjQQMt3xeN+Ap60iZi0FnkMz5yHOajgoG5LwhJrnuGOB1yHluRzrYq4slg7HwNynn5SySsn/nvVg/A7WtijdJpsfGD5sO7tcbNR/BYJWBVc0d6y02GVg1+DSZf6ytA122LpYsXF+1nH/1GlM3N1RT9CYp9dZZ35vuoGkyQGDXdxKQSxsu72N8pgx0y18jwanqYrk/JlnOtc3xci4ecMu1Y1y6bFtHXNa287iyHcDzJ8p7nj5SBkcW5tQOTlNlu00bKtfqWz6TTJc7trft2tvvloFaW74A9q2pu33mfDn3acruZcBbF7VcErQtYlLlGj59uJx/KYqsY9IAOaboTRIs2d+D8YgOIAdN8AQAFixYgEcffRSFhYUYNWoUnnjiCRx//PGtPo7BEyKKyro3JVX0sGn150DpLNuXStkOnUHqnFqTJOulaL10TNeU1l9+3FUyaWdnyV8rI6ycRdIhtm9t3X1jZ0nnW2cKeKXmbWRpihBjjJSjyxwto7ZaS6XuLGU7ZHSvNVFOkBVd7fxLnTAypiJXOvvjMqRzPKl/55fQOBipqlxsbP0C2PVD3aS6IQdTbdrdPwNvnN94e7DYJCNl+hNdf5GsBiUQ5HfJaEzVLxe3nioZcak3yb6pqzq6fS7p8CnbJp3zoUnbY1Kl8+ywKZL14KmSjrK0oVImsCsnMo9G2Xb5/BwF8lNdWPtTJG2b9kj7SwV1RGi+tp5U2olat3eljITX6eV7kz2hdl4lr3RGs4Oj+2labRBjZW1JlL0yurh8R13namcEdn0umQOiqYwyQM6X0kdIcGLcVT1jolt3lWT61JRKucJoz+EchbXBE0vdcd/vln1873Hta0vpNuDZydJJfuLdUjrHaJVzC69d7s9fLSWvoAHXLwcyRrbvtSLlr5HAV2Tpnua0pdRQW/hcMnhn+ZN12c7HXAuc8Vjnv1ZX0zS5bujogLFIoTnNSjbLwLRtX8kAroBHzv9TBst3ITZNvs+hgGD2eOmkT+ov322LTc6Nop1zrSXlO4FF1zcezKXo5FzCmiRZitZE2S4m39rx1zzU5f4olSZC2VItmTxHsmTby2OX6/3kAa3v0xwFMnhz22I53w16ayeaV2rnHi6T74OtT93cYqF5f5P6S5Akqb8Eazta+ouIDq7gSXsxeEJEPcY7l9WfmLEhW1/pNMk6UjpSO3PkWEP71srotcS+Uh++qzrf3FUStDHGyCgYc7x0lLJziJqyb62k+FfkShm0cVcdXN+Vfb9KCRNnsWS8jLsSyBxzcK1jtDSttkREQEoJMgBARD2d3y3nNI4CmTi8MwLewQDw6ytSo99XI/XYsyfIQJ6M0e2ftPlQESrJBUhnY9aRktHacFBS73HA1d903sCWgE9KglYXSzZNwCslyPxuKV1TUyoZKGc/0745FKNVkSuDsWrKgEk3tVxG7FCnqkDVbgl8RgZD/B4ZXKbou34uUE2ToFveKjn/GXamZBweiueB+0tNmcyNVbVXsjFCE6CbYmUAo8Esg/qGTe++gW+aJoE9vZnfBaJuwOAJGDwhoh7E7waW3CslV3QGOVEbfIrMb5E2lCNHiIiIiIiipWnAmpckiNIwE8QYKyUG04dLFmt3ZzESERFRj8PgCRg8ISIiIiIiIjpoqUEpz1RdKCVtso+REjcsoUpEREQtaEvcgPnARERERERERHRgCc0hRERERNRFWFiPiIiIiIiIiIiIiIgowkGbeRIMBgEA+fn5LNtFRERERERERERERHSIczgcAOriBy05aIMnO3bsAACMHDmym1tCREREREREREREREQ9xY4dO3D00Ue3uMxBO2F8ZWUlkpOTkZeXx8wTIiIiIiIiIiIiIqJDnMPhQHZ2NioqKpCUlNTisgdt5olerwcAJCQkMHhCREREREREREREREQA6uIHLeGE8URERERERERERERERBEYPCEiIiIiIiIiIiIiIorA4AkREREREREREREREVEEBk+IiIiIiIiIiIiIiIgiMHhCREREREREREREREQUgcETIiIiIiIiIiIiIiKiCAyeEBERERERERERERERRWDwhIiIiIiIiIiIiIiIKAKDJ0RERERERERERERERBEYPCEiIiIiIiIiIiIiIorA4AkREREREREREREREVEEBk+IiIiIiIiIiIiIiIgiMHhCREREREREREREREQUgcETIiIiIiIiIiIiIiKiCAyeEBERERERERERERERRWDwhIioE/iCPvhVf3c3g4iIiIiIiIiIiDoBgydERB20qXwTTn//dFz6+aXQNK27m0NEREREREREREQdZOjuBhARHej+s+Y/KPeUo9xTDlfAhVhjbHc3iYiIiIiIiIiIiDqAmSdERB1k99rD/6/wVHRjS4iIiIiIiIiIiKgzMHhCRNRB1b7q8P8ZPCEiIiIiIiIiIjrwMXhCRNRBkcGTSk9lN7aEiIiIiIiIiIiIOgODJ0REHaBqKpx+Z/hvBk+IiIiIiIiIiIgOfAyeEBF1gNPvhAYt/He5p7wbW0NERERERERERESdgcETIqIOiCzZBTDzhIiIiIiIiIiI6GDQ5uDJjz/+iBkzZiArKwuKomDRokX17tc0Dffffz+ysrJgtVpx4oknYuPGjfWW8Xq9uPnmm5GamorY2FjMnDkT+fn59ZaprKzErFmzYLPZYLPZMGvWLFRVVbV5BYmIuhKDJ0RERERERERERAefNgdPampqMGbMGMyfP7/J+x999FE8/vjjmD9/PlavXo3MzEycdtppqK6u62CcM2cOPvroI7zzzjv4+eef4XQ6MX36dASDwfAyl156KXJycrB48WIsXrwYOTk5mDVrVjtWkYio6zQMnlR5q7qnIURERERERERERNRpDG19wLRp0zBt2rQm79M0DfPmzcM999yDc889FwDw6quvIiMjA2+99Rb+9Kc/wW6346WXXsLrr7+OU089FQDwxhtvIDs7G19//TWmTJmCzZs3Y/HixVi5ciXGjx8PAHjhhRcwceJEbN26FUOHDm3v+hIRdSqHz9Hi30RERERERERERHTg6dQ5T3Jzc1FUVITTTz89fJvZbMYJJ5yA5cuXAwDWrl0Lv99fb5msrCyMGjUqvMyKFStgs9nCgRMAmDBhAmw2W3iZhrxeLxwOR70fIqKuFso8sRqsAAC7196dzSEiIiIiIiIiIqJO0KnBk6KiIgBARkZGvdszMjLC9xUVFcFkMiEpKanFZdLT0xs9f3p6eniZhh5++OHw/Cg2mw3Z2dkdXh8iotbU+GsAAFmxWQCYeUJERERERERERHQw6NTgSYiiKPX+1jSt0W0NNVymqeVbep67774bdrs9/JOXl9eOlhMRtY3L7wIAZMZmAgAcXgc0TevOJhEREREREREREVEHdWrwJDNTOg8bZoeUlJSEs1EyMzPh8/lQWVnZ4jLFxcWNnr+0tLRRVkuI2WxGQkJCvR8ioq7mDrgB1AVPAlogfBsREREREREREREdmDo1eDJgwABkZmZi6dKl4dt8Ph9++OEHTJo0CQAwbtw4GI3GessUFhZiw4YN4WUmTpwIu92OVatWhZf55ZdfYLfbw8sQEfUEoUBJkiUJRp0RAEt3ERERERERERERHegMbX2A0+nEjh07wn/n5uYiJycHycnJ6Nu3L+bMmYOHHnoIQ4YMwZAhQ/DQQw8hJiYGl156KQDAZrNh9uzZuP3225GSkoLk5GTccccdGD16NE499VQAwPDhwzF16lRcc801eO655wAA1157LaZPn46hQ4d2xnoTEXWKUPDEarAiwZSAck857F57OBOFiIiIiIiIiIiIDjxtDp6sWbMGJ510UvjvuXPnAgCuvPJKvPLKK7jzzjvhdrtxww03oLKyEuPHj8eSJUsQHx8ffswTTzwBg8GACy+8EG63G6eccgpeeeUV6PX68DJvvvkmbrnlFpx++ukAgJkzZ2L+/PntXlEioq7gCsicJ1aDFTazDeWecmaeEBERERERERERHeAU7SCd2djhcMBms8Fut3P+EyLqMjd/ezO+z/se9028Dx/v+Bg5pTl44sQncGq/U7u7aURERERERERERBShLXGDTp3zhIjoUOP2S9muGEMMbGYbAM55QkREREREREREdKBj8ISIqAMaznkCAHavvTubRERERERERERERB3E4AkRUQeE5zwxWpl5QkREREREREREdJBg8ISIqAOYeUJERERERERERHTwYfCEiKgD6gVPzBI8YeYJERERERERERHRgY3BEyKiDmgq88ThZfCEiIiIiIiIiIjoQMbgCRFRO6maGg6exBhiwnOe2H0s20VERERERERERHQgY/CEiKidPAFP+P/MPCEiIiIiIiIiIjp4MHhCRNROroALAKBAgcVgCc95wswTIiIiIiIiIiKiAxuDJ0RE7eTyS/AkxhgDnaKDzSRlu5w+J4JqsDubRkRERERERERERB3A4AkRUTvV+GsAALGGWAAIZ55o0OD0O7utXURERERERERERNQxDJ4QEbVTKEASa5LgiVFnhNVgBcB5T4iIiIiIiIiIiA5kDJ4QEbVTqGxXKPMEAGxmKd3FeU+IiIiIiIiIiIgOXAyeEBG1UzjzxFgXPEkwSekuZp4QEREREREREREduBg8ISJqp/CcJ0ZmnhARERERERERER1MGDwhImqncNkuZp4QEREREREREREdVBg8IToAqJoKf9Df3c2gBkJlu2KMMeHbQpknDh+DJ0RERERERERERAcqQ3c3gIgaUzUVP+X/hC93f4ldVbtQ7ilHta8ao1NHI8YQgykDpuDk7JPrddpT6wJqAF/v+RoOnwPDk4djeMpwGHTt3w2GynbFGePCt4UyT+xelu0iIiIiIiIiIiI6UDF4QtTD5JTk4JFVj2BD+YZG960qWgUA+D7/e1gNVtw74V7MGDRjfzfxgHX3T3dj8e7F4b8TTAkYnjwcZoMZQ5OGYlDiIJyUfVLUQamm5jwJB0845wkREREREREREdEBi8EToh7kx/wfcfO3N0PVVMQYYnB8n+MxKnUU+iX0Q6WnEgEtgOKaYizcuhBV3io8vOphTOk/BSa9qbub3uMt3r04HDgZlzEO2yu3w+Fz4JeiXwDIew8AJ2WfhCdPfjKq52wqeJJqTQUAFDoLO63tREREREREREREtH8xeELUQ7y79V08sPIBaNBwcvbJuHfiveGO+IauH3M9Tnr3JFR6K7G8YDlOzD6xza9n99rx6OpH8X3e99A0DSnWFByedjhGpIyAAgWDEwcjxhiDVGsqMmIyoChKx1awG3mDXvzrl38BAK4bcx1uPOJGBNQA1petx/bK7Sh3l+O7vO+wuWIzfsj/ASWuEqTHpLf6vE0FT4YkDQEAbK/a3gVrQkRERERERERERPsDgydEPUCeIw8P/vIgNGg4rd9peOjYh2AxWJpdXq/T48yBZ+KNzW/gy9wv2xw8KXAW4MrFV6Kopih8W7W/Grsdu/HJzk8aLR9vjMfNR96MS4Zd0qbX6Sm+zP0S5Z5yZMZm4trR1wIADDoDxqaPxdj0sQCA64+4Hld8eQXWlazD4tzFuGLkFa0+b2GNZJekWdPCtw1KHAQFCio8FSh3lyPFmtIFa3Ro0DQNmys2I9YYi34J/bq7OUREREREREREdAhh8ISoB/g271uomooj04/Ef074T1RZHlMHTMUbm9/Ad3nfweV3tWny+H+t+heKaorQN74v7hl/D2KMMci152K3Yzd+Lf4VJr0J+5z7EFADKHGVoNpfjYd+eQgTek3AANuAjqzqfqdpGt7a/BYA4OKhF8OoNza77JT+U7CuZB2+zfu21eBJUA0irzoPANA3oW/4dqvBiuz4bOyt3outlVsxyTqp3mMURYFO0XVklQ4Ji3cvxoKcBci154Zv6xPXB4clHYZBiYOQGZuJ9Jh0mPQm+IN+6HV6jO81HkZd858vERERERERERFRtHp88GTBggV47LHHUFhYiJEjR2LevHk47rjjurtZRJ3qp/yfAACn9Tst6vJYh6cejn4J/bDHsQevbHwFNxxxQ1SP21qxFd/lfQe9osdTJz+FgYkDAQBHpB/R5PIuvws3fnMj1hSvwcKtC3HXMXdF9To9xcbyjdhcsRlmvRnnDTmvxWVPyj4J/1r1L6wrWYc8Rx6yE7KbXbbIVQS/6odRZ0Sv2F717hudNhp7q/diVeEqTMqS4Mmyfctwy7e3wKAzYHTqaJyQfQISzYkYmjwUqdZUGHQGWPXWFoM7rXEH3Kj2VWNV0Sr4gj5UeatgNVihQEFQC8Ib9MIX9MEVcKHAWYBT+p6CaQOmtfv1ukqZuwz3/nwvPEFPvdvznfnId+bj27xvm3zcVSOvwtyj5u6PJhIRERERERER0UGuRwdPFi5ciDlz5mDBggWYPHkynnvuOUybNg2bNm1C3759W38Coi7k8Dnw5qY38c3eb+ANepFqTUWf+D6wGqxw+pyIM8XhtnG3wWqwtvg8ftWP30p/A4BwR3s0FEXBTWNvwp9/+DOe//15TOg1AUdmHNnq497b9h4A4JS+p4QDJy2JMcbgmtHXYE3xGizasQg3j7253hwfPd3qotUAgMlZk5FoSWxx2ay4LEzuPRnL9i3DI6sfwZMnP9lslsgexx4AQJ/4PtDr9PXuO7b3sfh81+f4cd+PuPXIW6FBw3/W/gc+1Qef6sMvRb+EJ6qPZNFbcNbgs3Drkbci3hQf9Tq6/C48//vzeHXTqwiogagft3TPUqRaU3F05tFRPybEG/TCpDN1yVw4r216DZ6gBwbFgA9mfgCn3wkNGrwBL7ZVbsNux24Uu4pRXFOMoBaETtFhS8UWvLn5TcwaMQtpMWmtvwgREREREREREVELenTw5PHHH8fs2bNx9dVXAwDmzZuHr776Cs888wwefvjhbm4ddTdN06BBa3MJJE3TUFhTiGRLcovzirRkZeFK/OXHv6DCUxG+bbdjN9YUr6m3XHpMOq4efXWLz7Wzaic8QQ/ijfHob+vfpnZM6TcF3w34Dl/kfoH7V9yPD2Z+0GrZolVFqwAA0wdOj/p1JmRNQP+E/tjt2I0bv7kR/z3pv7CZbW1qa3f5vfR3AM1n1jR025G3YVXhKvyQ/wOe/PVJzBk3p8nltlZsBQD0T+jf6L7JWZNh1BmxvXI7Fm5dGP6/QTHg7vF3Y0fVDmws34gqTxVKXCXhDAtP0IOFWxfii9wvcO7gc3HT2Jta/Y56g15c+vml2GnfWe/2wYmDkWJJgTvoRkZMBnSKDkadETpFh6AWxOe7PoeqqXjh9xfaFDz5dOeneHH9i9hl34U4YxwGJQ5CiiUFveN7w+V3obCmEL1ieyHZkoxzh5yLPvF9on5uAPAFfVi0fREA4N8n/rtRgO+YXsc0eoymabj8i8vxe9nv+CL3C1w58so2vSYREREREREREVFDPTZ44vP5sHbtWtx1V/0SQaeffjqWL1/eaHmv1wuv1xv+2+FwdHkbD0S7qnZhWcEy6BU9VE2FJ+iBRW+BTtHJyO6gF3sde5FkSUK/hH5IMich35mPcnc59Do9jDoj9IoeOkUHvaKHO+CGN+hFqbsUFr0F8aZ4VHgqUOIqQVZcFoJaEAoUuANuVHor4fK7oGmaBAtM8VA1FfHGeCSYE1DgLECMMQbVvmrEGGJgM9sQUAPIq86DxSDPHWuMhcPrQEFNAYpqiuAJeBBnikOCKQHxpniZA0FnAiAZHZWeSlR4KmD32qHV/vMGvAhoAVj0FkzuPRlj08ciPSYdQ5OHIjMms9m5Q/yqH3avHfPXzcdHOz6Cqqnon9Af1x5+LTJjM5FfnY9yTzkKnYVYXbwaufZcvLrxVVw+/PIWO8BDnfsjU0e2ORCkKAr+Ov6vWFm4Ern2XCzOXYwZg2Y0u3yVpyo8h0S0wQQA0Ck63DfxPtz87c1YW7wWc7+fixdOf6FT5+4ocZXgk52foNxdDqPOCJPehARTAmKMMfCrfgTUAJw+J3LtubhuzHVRZc1omhbO6jk87fCo2jE0eSj+Punv+OvPf8VLG17CsORhmDpgaqPlvs/7HgAwodeERvclWZIwa8QsvLzhZTz4y4Ph268adRUuHHpho+WDahABLYCckhw8sPIB7HbsxqubXsWWii147rTnGmW2RHp5w8vhwMk94+/BxKyJSLOmtToHzs1jb8YZH56BFYUrsGjHIpw16KxWs0g+3P4h7lt+X/hvp98Zfn+b8vGOj/HujHeRYk1p8XkjLd2zFJXeSqTHpOOEPidE9RhFUTBz0Ez8XvY7Ptr+EWaNmMV5ZYiIiIiIiIiIqEN6bPCkrKwMwWAQGRkZ9W7PyMhAUVFRo+Uffvhh/P3vf99fzTtgbSjfgEdXP9rdzehU1b5qVPuqAQBbKrZE/ThP0INv9n6Db/Z+U+/2zNhMJJmTENSCSLIkocJTgTxHHgJqAAGtriTSOYPPwV/H/zUcGIkcvR9UgzjjwzNQUFOAJXuWYOagmc2249eSXwEAo1NHR932SDazDZcPvxxPrnsSz//+PKb0nwKT3tTksjmlOQAkWyLJktSm1zkq8yi8MvUVzPpyFlYVrcK7W9/FxcMublebI7kDbjyT8wxe3/x61CWntldtx7sz3m01y6bYVYxSdyn0ih4jUkZE3aYZg2ZgS8UWvLbpNdz5453YVrkN0wdNx0CbBGwqPZXh9/LE7BObfI6bjrgJmqZJQMhTjklZk/DHUX9sclm9Tg89ZMLzj8/+GN/lfYe//vRX/FL0C/638X/NZi+VuErw0vqXAACPHf9Yk0Ge5vSO640rRlyBVza+gnuX3Yt3tryDBacuQLIlucnlC5wFeHClBIIuHXYprh59Naq8Vdhp3wm7x47tVdsR1IIYkTICxTXFWLh1IUrcJXh/2/v405g/Rd2uj7Z/BAA4f8j5MOiiP0RNHTAV836dh532nfh81+ctBhEPJC6/C0a9EUadEZomAW6z3oyAGkCRqwjFNcWo8lbBE/TAG/DCG/TCFXChxl+DoBoEIMElh8+Bal81NE1DqjUVTr8TDq8DmbGZAOR7PLn35O5cVSIiIiIiIiKiHqXHBk9CGo6E1jStydHRd999N+bOrZso2OFwIDu7+cmeD1VZsVk4Y8AZ4YwQi8GCGn8NFChQFAU66NA3oS+qvFXY49gDu9eO3nG9kRaTBlVT4Vf9CKpBqJoKFSoMigExxhgkWZLgCXjg8DkQb4xHn/g+KKopksmvNcCgMyAtJg0xhhjoFB3MejPsPjsMigEOnwMOnwPpMenwB/2INcbCG/Si0lMJFSoG2gbCr/rDQZIEUwJ6xfVCr9heiDHEoNovtzu8Duyt3gu9okdQC8KsNyPJkoRkSzISzYnhkeih23PtuViyewl2O3Zjr2Mv9jn3wel3oqimCEU1jQN0If0T+uP/Jv5fi6WO9Do9Lhh6Af7763/x3G/PYVr/aU1OBK5pGn4plLkvmspgiNbFwy7Gm5vfxG7Hbvz31//ijqPuaHI7WVm4EoAEQtpjaPJQ3HrkrfjXqn/h8bWPY3LvyciOr7+d+YN+zM+ZD03TMHXAVPSO6w2b2QZN0xDUgjDoDNA0DbmOXHy39zu8t+097HPuAwCMTR+LI9OPREANwBv0osJTAZ/qg1Enncc1/hr8kP8DdlTtwNLdS3HGwDNabG8owHFY0mGtzj3T0Jxxc+AKuPD+tvfxwvoX8ML6FzBz0EzcefSd+D7ve6iaimHJw5AVl9Xk4416I+YeNRdzj5oLf9Af9UTwOkWHU/qegrvH3417l92Lp9c9jWN7H4thycMaLfv1nq/hDXoxKmUUpvSf0qb1A4Bbj7wVOkWH1za+ho3lG3Hj1zfipSkvNZm18vzvz8On+nBM5jG465i7oCgK0mLSMCRpSJPPnR2fjb8t+xs+2/UZrj382qjmRvEH/VhXsg4A2hQIAiSIeNWoq/DUuqfw4C8PYnTq6DaXwessqqaixFUCVVORGZuJMncZdtl3QVVVBLUgHD4HqrxV8Af9CGgBuANulLhK4A14UewqRo2/BpXeSgTUACo8FTDpTOFMvEpvJRTIe6lB67Q2p8ekM3hCRERERERERBShxwZPUlNTodfrG2WZlJSUNMpGAQCz2Qyz2by/mnfAOirzqHZ3nPdUaWjf5NDDkoc16pB2+BzYUbkDTr8TekWPCk8FDDoDRqaMhKIoSLGkwGqwRtURfMmwS/DGpjewt3ov/rHyH7hl7C1ItCRiQ9kGVHgqUO4uR05JDsrcZTDrzRiTPqZd6wEA8aZ43DvhXsz5fg5e2/Qa1havRe+43gAkWGTSm5AWkxYe1T+x18R2v9Ylwy7B13u+xpriNbj5m5tx3RHXYXLW5PAE5w/88gA+3P4hAOB/G/8HQObfqPJWocxdhnhTPIw6Y735YjJjM3HP+HuazeKI9Mxvz2BBzgK8vOFlnNb/tCazT7xBL/Y59+G9re8BAMaktf29NeqMuG/ifTgm8xi8sfkN/F76Oz7Z+QmW7F4SnqMkmvYCiDpwEumsQWfh+7zv8c3eb/CXH/+CF05/Aekx6fWWCZUOm9J/SrsmbjfoDLht3G04a9BZuHLxldhQvgG3fX8b5p88v16bg2ownKEVbSDk1H6nhkuQbSjbgNFprWdWbanYAp/qg81sa3Iumdb8cdQfsbxgOdYWr8Vt39+GN894s9XyZW3lD/pR7CpGmbsM5e5yFLmKkFOSgxRrCqq8VdhUvgm77bvDgQ0FSoeDHD7Vh1J3afjv0POZ9WZkxGQg2ZIMq8Ea3tYtBgvijHEw6owIapJ9kmBOQIIpAQBQ6iqFQWdAsiUZ5Z5yKFAwNn1sh9pIRERERERERHSwUTRN67yhq51s/PjxGDduHBYsWBC+bcSIETjrrLNanTDe4XDAZrPBbrcjISGhq5tK1KTv877Hzd/eHP47lBXT0FWjrsLccXMb3d5Wr258FfPWzqtXXqyhOGMcFp+3uEMTvhc4C3D5F5eHO3RtZhtmDJwBvaLHq5teBSBZTk6/Ew5f0/MPGXVGHJ15NE7OPhnTB01HrDE2qtcud5dj5qKZcPgcuGrkVbht3G1w+BzYWLYR60rXYW3xWqwrWRcuAaZAwUtTXmrTpOhNySnJwT9W/gPbK7cDkLJXr017rVFAozOVuctw4acXhucUOv+w8/GHkX9ARmwGnD4njlt4HAJqAJ+c/QkG2AZ06LV+L/0dVy+5Gu6AG4enHo7JvSdjVOooHNv7WKwrWYc/LP4DEkwJ+OGiH6Iup3XXT3fh812f44Q+J2DeSfNafdzrm17Ho6sfxXG9j8OCUxe0uGxzSl2luPCzC1HmLsOZA8/Eg5MfbHLOmK0VW/Hu1ncRb4rH0ZlHIz0mHQoUBLQATHoTvAEvvs//Hr8U/gK71x6ej2mvY2+T23BDOkUHBUp42f4J/WExWKBAQZwpDsmWZJh0Jhh0Bpj0JmTEZIR/x5nikGROgl6nR6/YXnD4HKjx1yCgBtAnrg8CWgAKFCRbktsVNCMiIiIiIiIiOlS1JW7Qo4MnCxcuxKxZs/Dss89i4sSJeP755/HCCy9g48aN6NevX4uPZfCEeorFuYvxdM7T2OPYAw0aEs2J6BvfF8nWZGTEZGBkykicNfisTpvgusRVgp/3/Qy71w6z3gxf0Adv0Iud9p3wBX2YPWp2VFkArdnn3IeX17+MZQXLwmW3Qs4efDb+Ofmf4fasL12PREsi+if0h91nhyfgQb+EflEHTBr6avdXuOOHO1pcJsYQg97xvTFr+CycM+Scdr1OQ6qmYmXhSrgDbhzb+1iY9V2f7bazaifuXXYv1petByBBp3MGn4NYYyz+t/F/6J/QH5+e82mnvNZP+T/htu9vgzfoDd82MmUknH4n9jj2YOagmXjw2Aejfr71petxxeIrEFADmNZ/Gh449oFm5+MBgGuXXIsVhStw+7jb8YdRf2j3eqwpWoPZS2ZD1VSMShmFC4deiFRrKtJj0jHQNhCV3krMXDQTNf6adj2/WW9GqjUVKZYUpFhTkBmbCQUKbGYbBtoGYmz6WCRZkqBAQaW3EonmxBbXm4iIiIiIiIiI9o+DJngCAAsWLMCjjz6KwsJCjBo1Ck888QSOP/74Vh/H4An1NN6gF2XuMmTGZDY5Ev5AFVSD+Gr3V9hQvgElrhIMSx6GK0Zc0eWdxQtyFuDF9S/Cr/oBAOnWdEzImoDRqaMxMWsi+sb3PWhG5WuahhWFK/D8789jbfHaevfNHjUbc8bN6bTXKqopwme7PkOuPRff7P2mXoDh5SkvtzmD59u93+L2729HQAvgyPQjMe+keUiyJMHhc2Bz+WYEtSBSralQNRWXfHYJAloAn53zGfoltBwgb81nuz7DgysfhNPvrHd7rDEW3oAXAS2AXrG9cHTm0VhXsg41/prwnFrVvmoYdUaM7zUex/c5Hr3jesMVcMGqt2JQ4iDJUjlIvltERERERERERIeSgyp40l4MnhAd/NwBN1x+F2KMMW2eEP5AtaZoDV7c8CI2l2/G5KzJ+NuEv3X6vB4hZe4y/HvNv/Fj/o+Y2n8q/jbhb+3KkFq+bzlu/+F2OP1OmPVmpFnTkO/Mb3LZw1MPx5tnvtnRpgOQrKc3Nr2BTeWbYPfZsc+5D9W+agBAsiUZL57+YpMT3gfVoJTdYoCEiIiIiIiIiOigwuAJGDwhIupJdlbtxG3f34Zce274tj5xfWAxWFDmLkOVtwrDk4fjvyf9F73ienVJG4JqEDuqdqDUXYpRKaOQaEnsktchIiIiIiIiIqKeicETMHhCRNTTaJqGXEcuSl2lOCzpMCRZksL3ufwuWA1WZnsQEREREREREVGXaUvcwLCf2kRERIc4RVEw0DYQA20DG93XVaXHiIiIiIiIiIiI2qPtxeuJiIiIiIiIiIiIiIgOYgdt5kkwGAQA5Ofns2wXEREREREREREREdEhzuFwAKiLH7TkoA2e7NixAwAwcuTIbm4JERERERERERERERH1FDt27MDRRx/d4jIH7YTxlZWVSE5ORl5eHjNPiIiIiIiIiIiIiIgOcQ6HA9nZ2aioqEBSUlKLyx60mSd6vR4AkJCQwOAJEREREREREREREREBqIsftIQTxhMREREREREREREREUVg8ISIiIiIiIiIiIiIiCgCgydEREREREREREREREQRGDwhIiIiIiIiIiIiIiKKwOAJERERERERERERERFRBAZPiIiIiIiIiIiIiIiIIjB4QkREREREREREREREFIHBEyIiIiIiIiIiIiIioggMnhAREREREREREREREUVg8ISIiIiIiIiIiIiIiCgCgydEREREREREREREREQRGDwhIiIiIiIiIiIiIiKKwOAJERERERERERERERFRBAZPiIiIiIiIiIiIiIiIIjB4QkREREREREREREREFIHBEyIiIiIiIiIiIiIioggMnhAREREREREREREREUVg8ISIiIiIiIiIiIiIiCgCgydEREREREREREREREQRGDwhIiIiIiIiIiIiIiKKwOAJERERERERERERERFRBAZPiIiIiIiIiIiIiIiIIjB4QkREREREREREREREFIHBEyIiIiIiIiIiIiIioghtDp78+OOPmDFjBrKysqAoChYtWlTvfk3TcP/99yMrKwtWqxUnnngiNm7cWG8Zr9eLm2++GampqYiNjcXMmTORn59fb5nKykrMmjULNpsNNpsNs2bNQlVVVZtXkIiIqLNomgbV5eruZhARERERERERURdrc/CkpqYGY8aMwfz585u8/9FHH8Xjjz+O+fPnY/Xq1cjMzMRpp52G6urq8DJz5szBRx99hHfeeQc///wznE4npk+fjmAwGF7m0ksvRU5ODhYvXozFixcjJycHs2bNascqEhERdZymadh71R+x9chxKJk3r7ubQ0REREREREREXUjRNE1r94MVBR999BHOPvtsANKxlJWVhTlz5uAvf/kLAMkyycjIwCOPPII//elPsNvtSEtLw+uvv46LLroIAFBQUIDs7Gx88cUXmDJlCjZv3owRI0Zg5cqVGD9+PABg5cqVmDhxIrZs2YKhQ4e22jaHwwGbzQa73Y6EhIT2riIREREAIOiswbajjgIAmAYNwqDPP+vmFhERERERERERUVu0JW7QqXOe5ObmoqioCKeffnr4NrPZjBNOOAHLly8HAKxduxZ+v7/eMllZWRg1alR4mRUrVsBms4UDJwAwYcIE2Gy28DINeb1eOByOej9ERESdRbVXhf8fLCvrvoYQEREREREREVGX69TgSVFREQAgIyOj3u0ZGRnh+4qKimAymZCUlNTiMunp6Y2ePz09PbxMQw8//HB4fhSbzYbs7OwOrw8REVFIIGLeraDdDrWmpvsaQ0REREREREREXapTgychiqLU+1vTtEa3NdRwmaaWb+l57r77btjt9vBPXl5eO1pORETUNNVur/e3v6Cgm1pCRERERERERERdrVODJ5mZmQDQKDukpKQknI2SmZkJn8+HysrKFpcpLi5u9PylpaWNslpCzGYzEhIS6v0QERF1liCDJ0REREREREREh4xODZ4MGDAAmZmZWLp0afg2n8+HH374AZMmTQIAjBs3Dkajsd4yhYWF2LBhQ3iZiRMnwm63Y9WqVeFlfvnlF9jt9vAyRERE+1Oj4Elh02UkiYiIiIiIiIjowGdo6wOcTid27NgR/js3Nxc5OTlITk5G3759MWfOHDz00EMYMmQIhgwZgoceeggxMTG49NJLAQA2mw2zZ8/G7bffjpSUFCQnJ+OOO+7A6NGjceqppwIAhg8fjqlTp+Kaa67Bc889BwC49tprMX36dAwdOrQz1puIiKhNglX2Bn9XdU9DiIiIiIiIiIioy7U5eLJmzRqcdNJJ4b/nzp0LALjyyivxyiuv4M4774Tb7cYNN9yAyspKjB8/HkuWLEF8fHz4MU888QQMBgMuvPBCuN1unHLKKXjllVeg1+vDy7z55pu45ZZbcPrppwMAZs6cifnz57d7RYmIiDqiYeZJw7+JiIiIiIiIiOjgoWiapnV3I7qCw+GAzWaD3W7n/CdERNRhBX+9B/YPP4QuNhZqTQ1s55yDrIcf6u5mERERERERERFRlNoSN+jUOU+IiIgOVkGHZJoY+/WVv1m2i4iIiIiIiIjooMXgCRERURQ0lxsAYOyVBYBlu4iIiIiIiIiIDmYMnhAREUVB9XgAAMbMTADMPCEiIiIiIiIiOpgxeEJERBQF1V2beZLVCwCDJ0REREREREREBzMGT4iIiKKguVwAAEMo88Ruh6Zp3dkkIiIiIiIiIiLqIgyeEBERRSFctquXZJ4gGITqdHZji4iIiIiIiIiIqKsweEJERBSFUNkufWIiFIsFAEt3EREREREREREdrBg8ISIiioJWGzzRWa3QJyYCYPCEiIiIiIiIiOhgxeAJERFRK7RAAJrfDwBQLJaI4Im9G1tFRERERERERERdhcETIiKiVoRKdgGALiYGepsNADNP6MCkBQLQNK27m0FERERERETUozF4QkRE1Ipw8ERRoJhMLNtFByznTz9j2+Rjse+2ud3dFCIiIiIiIqIejcETIiKiVkTOd6IoCoMndMAquPtuqHY7qhcvhr+wsLubQ0RERERERNRjMXhCRETUilDmiRITAwB1ZbvsnPOEDhzB6moEy8rCf1cvWdKNrSEiIiIiIiLq2Rg8ISIiakUoeKKzWACAmSd0QPLl5tb7271xYze1hIiIiIiIiKjnY/CEiIioFZFluwBAn5QEAAhWVHRbm4jayrtrV72/fTt2dlNLiIiIiIiIiHo+Bk+IiIhaoXo8AAClNnhizMoCAPjy87utTURt5dspwZKYCRMAAN7cXGiq2p1NIiIiIiIiIuqxGDwhIqJDhhYMtquzWK2pAQDoauc8MfXvBwDw79sHze/vvAYSdSF3zm8AgISpUwGjEZrbjQAnjSciIiIiIiJqkqG7G0BERNTZVLcbRf98AP78fOhTkuHdth3B8nIEq6uhi4lB3PHHI/3Pd8CYmRnV84XKcxmSpVyXIS0NisUCzeOBv6AApn79umxdiDqD5vfDvX49ACDm6KNg7t8P3u074N25E8bevbu5dUREREREREQ9D4MnRNTt/Pv2QTGZ4N2VC2Pv3jD1YUcedUzZgmdg//DDJu9Tq6vh+PxzKAYDsh75V1TPF6ioBADok5IBAIpOB1PfvvBu2wbfnj0MnlCP59myBZrHA53NBtOAATANGlwbPNmFuOOP7+7mEREREREREfU4DJ4QHWBUtxuutb/COnoU9DZbdzenQ7RAAGULnkHZs88CEaWUdPHxUEwmmPr2hSE1BcbefZB+x+1QDO3bZWk+H1y//gp3Tg78BYWwDB8GY58+MB82FIbkJChGY2et0iFJramBpqrQx8d3d1MAAKXzn0b5Cy8AAGKOOQaW4cNhHXckDKmpMKSmwvnjTyh+4AHYP/8c6X++A4bU1FafM1hRDgDQpySHbzMPGQLvtm2wf/IpYo87DoqidM0K0SEpUFkJzeOBISMDiq7jVVbd69YBAGKOOAKKTgfzwIGoBuDduaPDz01ERERERER0MGLwhOgA4tm6Dftuuw2+XbsAgwFxxx8P6xFHIP60U2FIS4POaoWi13d3M6NW9MADqHpnYaPb1epqAIC7vDx8m/WII5AwdUqbX6P6m29Q8ti/4du9u+kFDAaY+veDMT0dqs8H88BBMKSlwZCagphjjoF50KA2v+ahJFBejtxzzkWgtBSW0aNhzMiAYjQi6KyGYjBC0eth6t8PMRMmIHbSpC4PMHi2bEHZ/PkAgJRrrkHa3NsavWby5ZfB/skn8Pz+OxxffYXkyy5r9XlDmSeG5Lrgie3cc+D4/HM4PvsMQYcdvR9/Avq42PD9qtuN0vnz4Vr5CwJlZTAPGghjdl9k3Pln6GJjG71GTxUoK0PV+x/Av28f1Bon9CmpMA8ejKSLLuzuph20Kl5/A8WPPAIEAlBiYmDq0wfQ64GAH6bBgxE3eTJs557bpqCK61cJnljHjgUAmAfLvs23Y2fnrwARERERERHRQYDBE6IGalb+gmBVFSyjRsGY1atTRvx2BuePPyL/5lugeb1QzGZoXi+c334L57ffovTxx2UhgwHG9HToU1NhzEhHxr33wpie3r0Nb4Y7J0cCJ4qCXg88APOQwTAPG4ZgeTlUpxNaIADv9u2oXvo1qpcuhX3RojYHT1y/rkP+TTcDmgbo9Yg9djI0rw+q0wl/URGCZWVAIADfjp3hDkT3mrV1T6DXo9c//4nEc8/pzFU/aPgLCpD3p+sQKCkBAHh+/x2eZpYtf+FFJF0xC5l//WuXtsn5/Q8AgNjjj0P67XObXS5h2jR4fv8d9o8/QdKll7Ya1AnWBvL0EcGT2EmTkHDGNDi++BI1P/6E/JtuQtrNN0GfmAjf3r0om/80PBs3hpcPFBcDWAFTv35I+eNVHVjL/afqgw9Q/MijUB2ORvfp4+OQcMYZ3dCqg5t3+3YUP/SQ7LcAaC4XvNu2Rdy/A9VfLobq8SL58tYDfyGe2vlOrEccAUAypwDAs20btGDwgAq8ExEREREREe0PDJ4QRaj6aBEK7747/LfeZkPS5Zcj6fLL4PjyS8Dvh2ngIFiGDYUhLW2/tStYVYWCu/8KzetF7HHHIeuRfyFYXo7qr7+G8+dlcK+t7fAPBOAvKIC/oAAeANVLv0byH/+I5CtmRT0x9v5S+fbbAADbzJlIPO/c8O26Xr3C/7cMHw7L8OGoXroUNcuWQXW5oIuJifo1yp55BtA0WI84Ar2feBzGiOfWNA3w+xEoL4d32zb4i4qhi42FZ/MmqA4HPFu2wrN+PUqeeBy2mTPaVTLMu2MHAhUVMj/GoEEwJCW1+Tl6Ks3nQ95118O7fTt08fHo9Y+/Q/V6oVY7EaysgGKxQtEpUD1e+PP2wv7xJ6h88y0kX3ZZl84PUrN8OQAg7sQTW1zONmM6SufNg+f331GzbDnijp3c4vKB0ITxKSnh2xRFQe/HH0fyH/6APVdcCdfKldizcmW9xylmM5JnXQ7r2LEof+lluH/9FfZFi5B81R96fJmv6u++Q+E9fwMAGLOyEHP0UTANHISKV19FsKICZc+/wOBJFyh/8SVA0xB3yinoM+8J+PLy4c/PCwdTqr/9DlULF6JswQIkXXxRVPsmLRCAv6gIAGAaOKD290DoYmKgulzw7twJy2GHdd1KERERERERER2AenzwZMGCBXjsscdQWFiIkSNHYt68eTjuuOO6u1l0ENI0DWXPPhP+WzEaEbTbUfb00yh7+ulGy5v69YMhIwPmoUORdust0MfFdVnbih97DMHycpgGDUKfp+dDZzLBkJwM85AhSL3+eviLi6GYTAiWl8OzZSuc338Px2efAQAqXn4Z1UuWYODHi3pMqSDV7YZjyVIAQNIlF7e4rGnwYBizsuAvKEDNqlWIb6VTPMRfUoKaZcsAAFn/erhe4ASQjm+YTDD26lXvPtv0MwFIcGD7iSchWFqG6u++Q8Jpp0W7evCXlKB03n/rT1huMCD2mKNhHjYc5kEDoda4oE9KlLYYTYg9dnKXfoc6W8Wbb8G7bRv0KSnov3AhTH16t7h8oLISNT/+hNKnn0bvRx/tkjapLld4XofYiRNbXNaQmoqkiy9Cxauvoeif/8DAjz5qMTAXrA2ehCaMj2Q9/HD0ffklFD/8LwRKSxEoLoapf3+YBg5EyuzZiDlSyiTFHHUUth93PLzbtsG7eTMsI0a0d1WbbmNVFWpWrUKgSPYHluHDoFitMA8e3K4Muso33gQA2M47F73+/vdwJ33ihRdg++Rj4d2yBf7CwkbbFrWf5vOh+ptvAAAps2dDMRphHjgA5tqABwDETp6M6q++QrCiAq41axA7YUKrz+svKgaCQSgmU3iOH0Wvh2XUKLhWrYJn/QYGT4iIiIiIiIga6NHBk4ULF2LOnDlYsGABJk+ejOeeew7Tpk3Dpk2b0Ldv3+5uHh1kfDt3wr9nLxSTCUOWL4fOYobjiy9Q/vL/4N2yBQCgi4sD9Hqodjt8e/bAt2cPXKtWwV9YgD5PPdUlI8kDFRWwL/oYANDrn/+EzmRqtIwxIwMAYEhKgnnwYNimn4mUP16FirfeQvXir+DPz0fJfx5H5v/d2+ntaw/nTz9Bc7thzMqCZcyYFpdVFAWxJxyPqrffgeOTT6IOnjg+/wJQVViPOAKm/v3b3EbFZELi+eej/PnnUf78C4g/+eSoytr4i4qw+8KLwqWsQmWeghUVqFm+AjXLVzT5OENWLwxYuHC/ZjR1RNUH7wMA0m65pdXACQCk3XwLan78CY5PPkXMkeOQeN65UIzGTm2Ta+2v0Px+GLJ6RfWZp950ExyLv4J/z14UPfQQsh54oMnl/AUFUJ1OQFFgSG/684k58kgMeO9dAGi2BJLeZkPcKSej+svFqPpoETI7KXgSrK5G8cP/guOzz6D5fI3uTzjjDPR+/D9tek7f3r0SfFQUpF53Xb3sBkNSEqxjxsC9bh2qv/m2TaWjoqFpGhyffIKa5SvgLymGPi4exqxe0KemQvN4EXfySbCOHNmpr9lTuH79FarTCX1KCqxHNL1vVAwGxJ18MuwffgjH559HFzzJzwcgGUSRgTTLaAmeuNf/Xi8DkIiIiIiIiIiAnjGZQzMef/xxzJ49G1dffTWGDx+OefPmITs7G88880zrDyZqgqZpCNrt8O7KlcmPXS653edD2TPPApAR6/q4WCgGA2wzZ2Lgoo8wZNnPGPrrWgxdsxqH/fwT+v7vZWS/8Dwy//F3KEYjnF9/g62Hj8Huiy5G1YcfQfP7O63Nji+/BIJBWEaODI9gj4ZlxAhkPfAA+jz5XwBA5VtvoaZBSaHu4lq9BgAQd/LJUQWcki66CADg+HIxPJs3R/Ua9k8+AQDYzprZzlYCyVdeAcVqhWf9epQ++VRUj6lcuBCBkhIYMjPRZ8ECHLZ8GQ5bvgwDPv4Ymf/8BxJmzkDspImIO+UUxE6ahNhJE6GLi0OgoBBlL7zQ7rbuT778fTJHjE4X9Tw01tGjkHzllQCAovvvR+655yJQO49IZ3H9It/v2AkTo/pe6ePjkfXII4CiwP7+B3B88UWTyzmWLAEAxIwbF1V2UEtBtsSzz5bnbCbQ0VZaMIi8a66F/cMPofl8MA0ehPhpUxFz9NFQajNpHF98gZpVq9r0vFXvvQcAiD32WJiysxvdH/rc7R9/3ME1aMzxySco+MtdsH/8MVwrVqJ66VJUvPoaSv/zOMqefhp7Lr4E3u3bO/11e4LQnD1xxx/fYrZQaB4m+6KP4d+3r9XnDS1j7NOn3u3W0YcDADy/r29Xe4mIiIiIiIgOZj0288Tn82Ht2rW466676t1++umnY3ltTftIXq8XXq83/LejicltSUrn+PfuhWI0IlBeDsVkhubzQhcXB7W6GlB0UEwmaD4vVJcbqssF1VUDze2GLi4euhgrvLt2ARqgs1qgmC3QWS2AXg/N45XOQEWp/QE0txuaqgJBFboYKzRNQ6C0FMGyMgTKK6AFAkAgAOj10MXHQXO5oYuNRaCsDNA0GLN6AYoOwcpK6JOSoE9KgqLXQfV64d9XII8NMRqgs8ZAdTqhGAzQfD4Ea2qgeTxQzGaoDgcCZWWNOiwVq1WCHbXPlXTFrEbvW715DozGeiWBFL0ehffdD83vh/u33+D+7TdUvPoqes97AuYBAxo9V1s5a0u4tHdugdhJk5B48UWoemchCu/5GwZ8/DH0cS2X7/IXFqL0v0/Cu2sXAmWl0McnwJiZCUNmJvTJSdDFxMiPNQY6ixmB8gqY+vdH3HHHRtUmb20AxDp6VFTLW4YNQ/zUqahevBgFd/8VA95dCKWJDJyQQGVl+DXip7RtkvlIhpQU9Hrgnyi4/Q6Uv/AC4k48ATFjWw5guVatBgCk3nA94k8+qW4dhh4Gy9DDkHTBBY0e41y2DHmzr0bVwneRes01XZp94t25E95du+BavTpc+s2QmgrN74dp4EAYkhuXpWooFKSwHnEE9DZb1K+dfuefoYuNRfmLL8K7fQf2Xn0N+r36CvQJCe1en0ieTbXfq2ZG7DcldsJ4pFz3J5Q/8ywK7/0/6BJsjeY/Cc2jEn/aqR1uY+zkydCnpSJYWgbHkqXhMnHtZV/0Mdw5OdDFxqLPMwskaBIROCq8/35UvbMQFS//D7HHHBPVc2qaBsdXEjBqLhsh4cwzUfzYvyWwuGABUq+/vtMy76oWLQIAWMeMge3ss6AFVfgLCxAoLET1N99C83pRufBdZP7tnk55veZomgbVbkewuhr6hAToYmPbNfdRQ4GKCvh274E/by+CTif0CTYoBj108QmoXirlDFubsyfmqKMQc/TRcK1ejX1/vhP9Xnu1xbb58vMASOZJJOvhowHIpPGqxwOdxdKBNTtwaMEgghUVUMxm6OLjAUjZO7W6GkFHNfSJNuhtNqjV1fAXFUMxGqGLjYUhOQn+oiKoLhcCRUVQfT5YDx8DndUC92+/w5e7C6rXC6ga1JoaaMEALMOGIWHqVOgTE7t3pYmIiIiIiKjNemzwpKysDMFgEBm15YhCMjIyUFQ76Wmkhx9+GH//+9/3V/MOWDXLl6Pg9ju6uxlR82zc2CXPq4uLg+b1QvP7obndcltCApIuuhCxkya16bkSzzsPcSecAH9hEWpWrEDF//4H79at2H3+Bcj8v3uRMGNGu+YbAICgswY1oSyNk05qZenmpd/xZ9T89DP8+/Zh3y23oPcTjzfb6e3dvh17r7kWgYjtLIBCeLdubfV1Um++CWk33tjiMpqmwVNbBs08bHjU65D5t3vgWrkS3i1bUPrkk0i/o/nvsTsnBwCiDga0xHbmmaj58SfYP/4YBXfdhQHvvtvse6e63XD//jsAIHb8+KhfI3bSJCmD9NtvyLvuetjOOxeJZ53VqXPUuHNyUPzYv+Feu7bZZXQxMch+8cVWM5zCQYrDD29TGxS9Hmm33AzbzBnYfdnl8G7ejLzrb0DfF1+Azmpt03M1FPm9sgwb1qbHpt1wA9yr18C1Zg3yr78eWY//p94cN+H1baXEXDQUgwFJl1yCsiefQtlTTyFh6pQOdcg7Ppe5jVKuvbbJ4EjylVei6p2FcP7wA3x79sDUr1+rz+nbuVOC7CYTYo9teo4xQ2oq0m+7DSWPPYayJ5+C5vEife5t9Z9n714oZnO4rGA0AqWl4QBk1qOPNGqv86efkXfNNbB/9BFSrp4NY2Zm1M/dkBYMomb5cji/+w7ujRuhOqqhqUEoig5aMIhAaSk0jye8vC4hARl/uROJ553X5tfyFxfD8fkXcH77LVxr1rS4rGIyIXZy68ehXg8+gNxzzoX7119R+tR8pN82p9llPb/Jfsk8tP68JoZevWBIT0egpASV77yDlD/8odXX3V+0YBD+vDz49u2D6qyB6qxG0O6A6nYBwSCCjmo5hgcDUAwG6GJipZzm7t3Qx8dDMRgQdDqh+XzQggHAH4CmqlBMJgRKSsKfrWIyATpdvc+6s8UeeyyDJ0RERERERAegHhs8CWk4klXTtCZHt959992YO3du+G+Hw4HsJkqNHOoUnQ7G3r2her0wpKRA8/mgmExQq6uhS7QBGqB5vTIaM5xdYIXOakWgqhKazwdjRiZ08fHQPG6oHi80jxuaPwDFaqmbw0DVAE2DYjZD0esAgwGa2wNoGgxpqTCkpUGfnALFbIKi10MLBKE6q+Whbg/08XHQxcfDX1gIzeOFIT0NQYcDwcoqQA0CBgOMWVkRo2QVaF4PVLcHuvg4IBCQdYiNrZddY0hLhyEtFTqzWUYV19QgWF4uk+hmZrZ75LQhNRWG1FRYR4+C7eyzUDD3drjWrEHBX+5C+SuvIv7UU+DbuRNKTAzSbrih0ejf5ji++Bzw+2Hq1w+mAf3b1TYA0MfFovfj/8GeP1yFmuXLsePU0xA7YQIso0dDZzZBZ7MhWFkFf0EB7IsWQa2uhmnQIKTdegsMaWm1o2+LECgqQrDKDtUdykpyQfN4EKyqgnf7dpTNfxoxRx7Z4mTd/r17JTuodiLkaBlSU5H5979j3623ovzFlxAor0DGPfc0mUXj/lUmDbeOPaLN71VTMu75K2pWrYJ/z17knnMu+jw9H5bhjQM/7pwcwO+HITMTxjbMy6QoCtL/8hfsnT0bno0b4dm4EfYPPkTfV1/p8CTyWiCA8v/9D6WPPwFoGmA0wty/P6zjjkSwohL+wkL4iwoRLC2D6nKh8N57MeD991oMZoQCaeZhQ9vVJlP//uj70ovYM+sKuNeuRe4FFyDp4ktgHjwIqtMJ06BB8BfUZpbpDTBmpMM8ZEiLzxkoLZVJ3XW6VpdtSDEakf3ySyj4852o/uor7Lv5FjhOPx2Z/3cvNFVFsKxMnndo+9a3oeQrrkTl62/At2cP7IsWIfH885tcTtM0aH4/FKOxyX1TsLo6HFyNP/20RvcDgHnAAMQefxxqfvwJFW+8icx7/tpq+0Kd+zFHjWsxSy1l9h+hGI0ofughlD//vASGLrsU+qQkFNx1FxyffApAOo4Tpp+JmCOOkNH9Lhe8O3ZIx7bfD/j9UF0u+AuL4Fq9GggGZa6iJgI9sZMmwjx8OLybN2PXmdOR/fxziBk3rtV1asi9fgP23X47/Hv3trqsYjZD83qhOhwovOdv8BcUIvX665oNemmqKkF5nQ7udetQ+e57qF6yBFDV8DLGrCwYs7Ohs1gkkzI/H5rPB+u4I2E766yotntT377o9c9/YN/c21H+/PMwZmUh8cILGp83BQLhgHLMUUfVXzdFQeoNN6Do/vtR+t8nYT38cFiPOCKqgL+mqvDt3oNgVVXt+YAHwSo7/AUFMPbpDbWmRgIzxSVwr1snx4tAAL49e6AF/FAMRhjT0xGoqJB9k6aFjytQVWiBQKeUtmuWogCaVu81FJMJ+sREBO12aF4vYJQ2an6/fF9dLuhtNuhsNugTE6GYjPD8vh5aIADzsKGwDB1Wm41rgC4uFgiq8O3eDWPv1ueFIiIiIiIiop5H0TRN6+5GNMXn8yEmJgbvvfcezjnnnPDtt956K3JycvDDDz+0+HiHwwGbzQa73Y6ETioJQxQtLRBA+YsvovyFF6HW1NS7zzx0KAa89269slOezZtRs3wFAmVlCJSXIVhWXq/0VPpdf+mUEcHu9RtQcNdd8O3c2eJy1rFjkf3MgjaNlC289/9Q9d570KelYuCiRfVKnUWqXPguiu67D9Zx49D/zTfa0nwAQNnzL6D0CQkEGLOzkXbLzTBlZ0OfnAx9cjJ0sbHYOWUq/Hv3IuvRR2Cb2f45TyJ5tm5F3p+uQ6CoCLr4eKTeeAMSzz+/XidnyX//i/JnnkXCzBno/eijbX4N3+7dsH/yKSrefBOq3Y7YSROR/pe7YD5sSL0OUS0YRKC4GPqUFOjM5nrPodWWwfNu3ozq776D4/Mv4Nu1CwCQMGMG0u+4A8aM9EavHbTbsfOMMxEsL0fcSSeh9xOPN1nCR1NVbJswEarDgQGLPmpzlkck16/rkH/TTRL0aImioO/LL7UYlHMs/gr75syBafAgDPrss3a1R/P7UfTAgzLfh6oCej0MKSkIlJTANGgQBn3evudtSvkrr6DkX4/A0KsXBi3+st7n6C8qQv4tt8KzYQOgqjBmZyN51uWwHnEENJ8Pni1bEXTY4d26DdVffQXzkMEY+Omnzb6W8+dlyLv6asBgQP8332g1g6bgb3+D/f0PkPKnP7WYzRBS+vTTKHtqft0NOl29QEF7ZD/3LOJOOKHJ+zybNyPvxhsRKCiELi4O/d58A5Y2BLYcS5ag4M93QvN6obPZkDBtKmLHj4c+JUUCIpoGKIoExdPTJcDhcqH0v0+i4tVXAQD6xEQY0tJg7N0bhowMaMEA3Gt/RaC8XEpgNnFqZT1qHOJPPRUJU6bA2KtX+96YJhQ99BAqX3sdgARHEs6aKR3+mobYo4+G86efsG/ObdAlJOCwlSsaBUY0VcXeK64MB82MWVkwjxgORVFkgETAD53JDMVqBYIBBMorEKyqQqCkBKrT2Wnr0RTFbIapbzZ0CTbo4mKhj5OMEsVkhC42DorFDJ3FCtXjhlrthKl/f5j69UWwshKKyQRdfAIUk1EeYzAAOj00nxf6pCSY+vaF5vcjUFYOaCoMGRnQRRyXVY8HiskUfr9CAy50sbH198eBgAwWCQ0eISIiIiIioh6tLXGDHhs8AYDx48dj3LhxWLBgQfi2ESNG4KyzzsLDDz/c4mMZPKGeIFBZicq33oJvVy6MWb1Q+dbbUGtqkHjxRUi78UYEHQ6ULXgGjs8/b/Y5zEOGoN/bb7c6T0m0tGAQ7t9+g2vNWpl0ORhAoKIShuRkGNLTYRk5AglTprQ4p0hTVLcbuRdcAN+OnbCMGoW+L70YLm+lBYOoWbES7t9yUPXBBwgUFCL1ppuQdlPLJb6a41qzBgV3/kWyE5qhWCwY8vPPnfa+ATLSP+/aP8G9TjJbdAkJSLr0EsQddxyMffog75pr4d22Db0e+Gez2QTRcOfkYM+sK2RUPgDToEFImHI6jFlZ8GzbBufX38BfUADFbEbc8cdBramBv6AQ/pISaC4XoNcDwWD4+fQ2G9Juuw2JF13YYnZVzapVyLv6GhkBf+SRyF7wdKMAmmPpUuy7+Rbo4uJw2PJlbf6eNBSorITjk09g//Qz+AsLoU9MlJHavXoBeh38eyQzwJidjYGffAyd1QotGIRnwwb49+1DoLwC0OtQ89PPcH73HZKvvAIZd9/doTa51qxB0T/+Ce+2bXKDoiDz7/cj6cILO/S8kVSvFzunTEWgqAipN1yPtFtuCd+35/JZrZZ2ipT1n3/Ddmbzc6domoZ9c+ei+svFMGZlof8H78OQlNTs8rvOPgfeLVvQZ/5TiD+19XleNE2D/aNFqHj99XDAFwB6PfQQrEccAfuHH8D508/wbt0KQ69e0MfFwpglQQfFaJQfkwnGrCwoRgNMAwa2WjpOdbux9+pr4F67FkpMDHr98x8tvgehx1R98CGKH3oIUFXEnXACsv79GPS1c15Ew/7ppyj65wNQo5xXzZCejtiJE5H8x6vaFOBpC01VUf788yhb8EzjOb0slnA5qpTr/oT0OXOafA5/cQkK7/0ban76ucnAT3MUqxWGtDToLBYoVgt0Fiv0CfFSUsvng+rxwNg7C+YhQ+Tzrc1+VcxmCVwUl8CQkgzo9DLvS0wMFKsVil4P6PQw9sqU/xMRERERERF1koMmeLJw4ULMmjULzz77LCZOnIjnn38eL7zwAjZu3Ih+rdRtZ/CEeiLHV0uw79ZbG9+hKIg78USY+veHITUF+pSUcKd17PjxHZ4PYn/x7tiBPbOuQLCyEsY+fRB77GT4CwrgXpcjo7FDdDoM+PCDDmUtBKurUfbss3CtXoNguWTqaC5X+PnTb5+LlNmzO7hGjak1Nah48y3YFy0KZ3REUmJiMOTbbzpc396zaRNKFyxAzQ8/hoMobaFYrYidNAnxJ52I+NNOi3pid9eaNci74UaoDgdMAwYg6bLL4C8sgHfzZng2b0GwshIAkDRrVlQloDoq6KzBrunTESgqQszRR8M8fBiqv1yMQGlpk8tnv/hiownf20P1+eD4/AtoAT9ixo6FefDgDj9nQ47Fi7FvjswTYjvvXKRefwOCVVXYff75gNGI/q+/BmN2Nqo++BDO77+Hb+9e6MxmmA87DHqbDYrZDMvIEUi8oHGppoaCTidyzz0P/r17YR0zBln/+Q9MfRqXEgqUlmL7CScCqorBP3zfpvlKAMC3Zw8cXy2BMSsLtun1gxlaINApE66H21pZiX1z58K1YiUAyezQx8ZJWUG3W0pJudxQvV5oHk+9LInEC85H5v33t6tjXvV44N26FUFHtQTwSkuhBQKwHjEGpn79oI+Phy42FqrbDX1SUrvnvGorX/4+2D9eBNfKX6DW1EgmY0kJACDuhBPQ+8n/NspUayjorEHNsmUIVlYAUKT0pkEfDoQoOh30yXJ8MiQnwTRgQKd+pkRERERERERd7aAJngDAggUL8Oijj6KwsBCjRo3CE088geOPP77VxzF4Qj1V1QcfoOy55+HPywN0OsQddxzSbrkZlhEjurtpncKzbRvyZl/dqHNbFxuLmGOOgWI2w3bWTMSfdFKnv7bq8SBYUSGjoVsYWd8ZtGAQ1UuWwPHFF3Cv3yDrGwx2KKOmKcHqaji//RbOn35GsKoKpgEDYB01EvGnngrP5s1wrVsHQ3IKDGmpMPXvD8ViQaCkFOYhg1vtKG2OZ9s25F1zLQLFxU3ebz3iCPSZ/xQMqakdWbWoOZctQ/71N9QbVa9LSIB58GDo4mSSaEXRIe6E45F+550H1Ej1ogceROUbUr5OMRqhi49HsKICCTNmoPdjbS/91hLP1m3Yc/nlEsg0GpF0wQWwnX1WODtBCwTh+OILVL7xBixjDseAhQs79fW7ghYMovSpp1D+3PNRZUzoEhKQcvXVSLnm6nbPcXWgCM1JAk2FaeDAg359iYiIiIiIiKJxUAVP2ovBE+rpNJ8P0OkOylG7wepqOBYvRqC2DJN13DhYhg49KNc1JDRJtC6288qEdSd/cQkq33gD3p07YczMgHnYMFiGj4CpX1/ou2Gf6tm6DY7PPoUWCMI0cABsZ51Vb36CA5WmaahZvhwljz4G79atAABDWhr6f/A+jOmN56bpKO+uXBQ/8E/ULF/R4nKZ9/0fki65pNNfv6t4tmyBa+1aKR9lsUBnjYEuxgqd1SrZEyYzDGmp0MXFMYhAREREREREdAhj8AQMnhAR0YEjUFmJytdl0u/Eiy/uksBJpJqVK1Hx2utw//47oKrQWSwy0buiIPHcc5By7bUHVAYPEREREREREVE0GDwBgydERERERERERERERFSnLXGD/TOLKRERERERERERERER0QGCwRMiIiIiIiIiIiIiIqIIB+3szcFgEACQn5/Psl1ERERERERERERERIc4h8MBoC5+0JKDNniyY8cOAMDIkSO7uSVERERERERERERERNRT7NixA0cffXSLyxy0E8ZXVlYiOTkZeXl5zDwhIiIiIiIiIiIiIjrEORwOZGdno6KiAklJSS0ue9Bmnuj1egBAQkICgydERERERERERERERASgLn7QEk4YT0REREREREREREREFIHBEyIiIiIiIiIiIiIioggMnhAREREREREREREREUVg8ISIiIiIiIiIiIiIiCgCgydEREREREREREREREQRGDwhIiIiIiIiIiIiIiKKwOAJERERERERERERERFRBAZPiIiIiIiIiIiIiIiIIjB4QkREREREREREREREFIHBEyIiIiIiIiIiIiIioggMnhARERER0QFNVTXkfL0XO9aWdHdTiIiIiIjoIGHo7gYQERERERF1xPL3d+C3b/OgN+gw6Mg0KIrS3U0iIiIiIqIDHDNPiIiIiIjogLZnYzkAIBhQ4fcEu7k1RERERER0MGDwhIiIiIiIDmjBgBr+v9vp68aWEBERERHRwYLBEyIiIiIiOqD53IHw/91Ofze2hIiIiIiIDhYMnhAREdF+E/SrrS9ERNQGmqrBGxE88TB4Qoe4XTml2LOhvLubQURERHTAY/CEiIiI9otlH+zAC3N/RPk+Z3c3hYgOIn5vENDq/mbwhA5lLocPXz67Hp/N/61eRhYRERERtR2DJ0RERLRf5Czdi6Bfxe/f5nV3U4joIOJt0EHMsl10KKsqcYX/X7zb0Y0tISIiIjrwMXhCREREXS5yJLjJaujGlhDRwcbrqh888XDCeDqE2SOCJ0W77N3YEiIiIqIDH4MnRERE1OVK86rD/+e8J0TUmXzu+pkmzDyhQ1lViTv8/7J8lskkIiIi6ggGT4iIiKjLVRXXjYR1VXNUOBF1noaZJ35vsJtaQtT97BHBE6+LgUQiIiKijmDwhIiIiLpcZOemy8HgCRF1noaTYgd8zG6jQ5fL4Q3/v2FgkYiIiIjahsETIiIi6nKRnZvuao6EJaLO03DC+ICPmSd06IoMHjJ4QkRERNQxDJ4QERFRl/N6mHlCRF0jVKbLEmsEwOAJHdoiy9YxeEJERETUMW0Onvz444+YMWMGsrKyoCgKFi1aVO9+TdNw//33IysrC1arFSeeeCI2btxYbxmv14ubb74ZqampiI2NxcyZM5Gfn19vmcrKSsyaNQs2mw02mw2zwllpfAAAqFZJREFUZs1CVVVVm1eQiIiIul9k5onPHUAwyLI6RNQ5QiPtLXESPPGzbBcdwiKDJz5PAJqqdWNriIiIiA5sbQ6e1NTUYMyYMZg/f36T9z/66KN4/PHHMX/+fKxevRqZmZk47bTTUF1dHV5mzpw5+Oijj/DOO+/g559/htPpxPTp0xEM1p3oXXrppcjJycHixYuxePFi5OTkYNasWe1YRSIiIupuvoYTOrs5MpyIOkeos9gax8wTonrff61xWTsiIiIiip6hrQ+YNm0apk2b1uR9mqZh3rx5uOeee3DuuecCAF599VVkZGTgrbfewp/+9CfY7Xa89NJLeP3113HqqacCAN544w1kZ2fj66+/xpQpU7B582YsXrwYK1euxPjx4wEAL7zwAiZOnIitW7di6NCh7V1fIiIi6gYNO298nkB4lDgRUUeEOost4eAJM0/o0BWZeQJItmeopB0RERERtU2nznmSm5uLoqIinH766eHbzGYzTjjhBCxfvhwAsHbtWvj9/nrLZGVlYdSoUeFlVqxYAZvNFg6cAMCECRNgs9nCyzTk9XrhcDjq/RAREVHP4GsieEJE1BlCwRJmntChLhhQoQalTJfBKJf6nPeEiIiIqP06NXhSVFQEAMjIyKh3e0ZGRvi+oqIimEwmJCUltbhMenp6o+dPT08PL9PQww8/HJ4fxWazITs7u8PrQ0RERJ2jUfCEZbuIqJP4w5knJgDMPKFDV2TWSWyiGQDgdfm7qzlEREREB7xODZ6EKIpS729N0xrd1lDDZZpavqXnufvuu2G328M/eXl57Wg5ERERdYVQ2S5zjFQMZeYJEXWWhmW7ggEVKifJpkNQaFvQ6RRY4yWYyMwTIiIiovbr1OBJZmYmADTKDikpKQlno2RmZsLn86GysrLFZYqLixs9f2lpaaOslhCz2YyEhIR6P0RERNT9gkE1PBI8LskCgMETIuo84bJd8caI25jdRoeeUOaJ0aKHyaoHAPg83BaIiIiI2qtTgycDBgxAZmYmli5dGr7N5/Phhx9+wKRJkwAA48aNg9ForLdMYWEhNmzYEF5m4sSJsNvtWLVqVXiZX375BXa7PbwMERERHRj8ER03cclSRoRlu4ios4QzT2Iigycs3UWHnlDwxGDSw2g21N7GwQpERERE7WVo6wOcTid27NgR/js3Nxc5OTlITk5G3759MWfOHDz00EMYMmQIhgwZgoceeggxMTG49NJLAQA2mw2zZ8/G7bffjpSUFCQnJ+OOO+7A6NGjceqppwIAhg8fjqlTp+Kaa67Bc889BwC49tprMX36dAwdOrQz1puIiIj2k1Bnjs6gwBIrnZvMPCGizhIebW/Ww2DUIeBXmXlCh6TQ995o1sNkYeYJERERUUe1OXiyZs0anHTSSeG/586dCwC48sor8corr+DOO++E2+3GDTfcgMrKSowfPx5LlixBfHx8+DFPPPEEDAYDLrzwQrjdbpxyyil45ZVXoNfrw8u8+eabuOWWW3D66acDAGbOnIn58+e3e0WJiIioe4Q7Nk16mCy1c564GTwhos4RyjIxmPQwmPS1wRNmntChx+8NbQs6GM1ybe1n8ISIiIio3docPDnxxBOhac1PwKgoCu6//37cf//9zS5jsVjw1FNP4amnnmp2meTkZLzxxhttbR4RERH1MPVGwrIGOxF1soC/tlSRWQeDSQfU1N1GdCiJzMIyWkLBEw5WICIiImqvTp3zhIiIiKihyBrsocwTPzNPiKiTRGa3GUzSYcyyXXQoigyehDM9vdwWiIiIiNqLwRMiIiLqUvU6c6y1nTnMPCGiTqBpWoOyXXJ5EypfRHQoCWd6mvQs20VERETUCRg8ISIioi5V17Gpi5jAlpknRNRxQX9dkKTePA8cbU+HoHCmZ70J43m8JSIiImovBk+IiIioSzVZRoRlu4ioE0RODG8wRWa3cR9Dhx6/L3LOk9oymQwkEhEREbUbgydERETUpSLLiHDCeCLqTKHOYr1BB51OgYmliugQFjn/T3jCeAZPiIiIiNqNwRMiIiLqUvXKiFiZeUJEnScUnA3NdWJk5gkdwgKRx1sztwUiIiKijmLwhIiIiLqUPzLzxMLOHCLqPKGyXaG5Tur2MRxtT4eeyONtOPOE2wIRERFRuzF4QkRERF2q3kjY2o7NgE+FGlRbehgRUavCmW2mUPCEk2TToSvgrQ0mWvThgKLfE4Smad3ZLCIiIqIDFoMnRERE1KXqarDrwiNhAY4MJ6KOa1i2KxSg5Wh7OhT5vRI0NJp0MMfItqCqGuc9ISIiImonBk+IiIioS4XKiBjMeugNOuiNcvrBkeFE1FHhsl21mSdGZp7QIcxfm3liMEvmid4gx1uP09+dzSIiIiI6YDF4QkRERF0qXEakQVkdjgwnoo7yM/OEKCxyzhNFUWCNNwIAPDUMnhARERG1B4MnRERE1KXCnTkNJ3R2c2Q4EXVMXdkuznlC5I+YYwwALHESPHFXM3hCRERE1B4MnhAREVGXCgVJTFZDvd+c84SIOipUtssQLtvF4CwdugLe+oMVLLG1mSdOX7e1iYiIiOhAxuAJERERdSmvSzoxQ5PXhn672ZlDRB1UV6YoVLartiwgJ8imQ1Bk2S4AsIYyTzjnCREREVG7MHhCREREXcrrkk4bc4x04sSnWAAA1eWebmsTER0cQiPtQ5kn1ngTAJkgm6W76FCiaVrjzJO4uu2BiIiIiNqOwRMiIiLqMpqmwVtTP/MkoTZ44mDwhIg6qGHZrpgEE+KSzdA0oHi3ozubRrRfBf0qNE3+H5rzJDRhvJsTxhMRERG1C4MnRERE1GUCPhWqKr05oeBJfIoVAFBd7u62dhHRwcHvD2We1F3W9BqUCAAo2mnvjiYRdYvIecRCZexiEiTzxMnBCkRERETtYujuBhAREdHBK1SyS6dTwmVEwpknpezMIaKOaVimCAAyB9qwfXUxinYxeEI9k6fGj3VL9sDrCkCnU2BNMMEcY4TBpEPAp6L30ESkZMW16Tnd1TKPmDnWAJ1egicpfeQ5SvOqoWkaFEXp3BUhItqPuB8jou7A4AlRD1BT5YWr2gejWY/4JAv0xoM3Kczl8MHvDSIh1cITH6JDQHiy+FhDeJtPSKvNPKnwYM/GcvQbmdJt7aNDW9EuO375ZBcS02NgiTdi8JHpSO4VC0XH49OBomHZLgDoNcgGAMjbXAk1qEIDoAY0lBc4UZbnREyCCX2GJaG63ANN02A062FLi+mO5tMhyFHmxqdP/YaqYlezy+j0Cs6+bSx6DU6M+nlDk8LH1M77AwCpveOg6BS4q/1wVnoRn2xpd7t7Aq/Lj31bqwBFAlBqUMOAMamItZm7u2k9hqZpUAMadv1WCr1eB4NZJ3POaYA1wQg1qMFkMcAaZzyojnV+bxBBvwqjRQ+94eC9lj5UBIMqVn+ai+oKD8xWA5xVXgR8QRTucuCky4bisGMyu7uJRHQIYfCEqBtVlbiw9KWNKNlTHb5NZ1AQazMjLskMs9WA+GQL4lIsiE+2oN+oFJgsB+Zm66nxY80Xu/Hbt3ly8h5vRNCvwhpvgjnGgOResYhLtqDXYBv6DEuG7iA6me8oTdPgrPTCZNHDZDWgusIDaED+1krYS9wwmHRIzorFoLHp3d3UDvG6/Fj//T74vQGoKqAFNXhcfgwYk3rAr9uhLJR5YrLW7btibWaMODYLm34uwC8f72LwhLqFp8aPxc9vQE2VF/lbKgEAaz7fDShAYnoMgn4Vig7IHpGCxHQrxpyS3e6gv6Zp2L6mGMW7HKiu8MDrCiCtXzzSsuMx4PDUettHT6NpGgJ+FcaI4ERPEvA1LtuV0js2PIL/mRu/j+p5Rp/YB8dffFhXNJEoLOAP4otn16Oq2IWYBBMGjU2DBsmg8vtUVFd4ULLbATWo4bdv89oWPKnNPLHEGcO3GUx6JPeKRfk+J4p22g/Y4ElVsQu/LtmDXetKw4MyQnasKcbZc4/sppb1LHlbKvDlM+sRDKhQg1qLy6b3T8DMW4+AuQcff6KxK6cU67/PR8GOKqgBWedYmwmaJkHIoeMzcczMgby2PMBs+GEf1i7e0+R9372xBb2HJjFoSkT7zYF9pCQ6gKlBFV8s+B2VRfVHnakBDdXlHlQ3UZs4MSMGF9x91AEXQKmu8OCjf/8qnf613NXSoerzyJwHkQGko87sj/EzBrb79Qp2VGHTTwXYlVMKg1mPpIwYpPSJg9GkQ2qfeBhMOuiNOiSkWKE36hCXaO6xI680TcPSlzdh++piAIDeoEMwoDa57Jk3Ho7+o1P3Z/M6jaZp+Pp/m7B7fXmj+7auLMI5t49F1pCkbmjZoanG7sWeDeVISLGg99CkDmWJecKTxRvr3T7h7IHYsqIQpXurUbC9kp8v7Xc/vrMNNVVe2NKs6D8mFeX5TuzbVgVN1eqNCN/44z4AQFySBYPHtT2Q6/l/9u46Pu76fuD461zi7kkldTdqFFqkUFyGjxkw32DOxoT9tsGUsQ0dMGTDnVKoQ6m7pm3aNO52ucu5fX9/fJMjaSOX1OH9fDx40CTf3H3vcve97/fzNleAFc8UUbm/tdv3aw+3ARCXbOa6n0wjNunMWAQIBcN8+OReag61kZxpxdMeoL3VS1KmFb1Rh98bxGDSccHtY0jLjzvdu0ugM3hi+DS4o9VpKZyWzsGN9d221em1JKRbaK11AWpFHIDPFWTvx9VkDU9gxIyMU7Tn4vNGURSWP11ES7UTc6yBG34+ndikY4MZTZXtvPbAVsr2NON2+CNzS/rj7aHyBKBgfAotNU4ObW04K1/ftSVtvPePXYQC6vmvKUZPYrpaKdZQ5qDmUBstNU5ScgbW5uyzpnRXE8ufKYo8TwAGsw6TRY/b7sdo0ePzBNEbtAR8IRrLHWx8q4T5t40+oftxKtsq1Zfa+fDJvXBUnMhl90f+vX1pBbHJZsafl3NK9kkcP78nyLYPygG19WDWsATiUs2EQwo7llUQ8IbY+3E1s64efnp3VAjxuXF2rcAK8RlycGM9tno35hgD1/54KokZVuioMHA0e3DZ1fZW7a1qIKX6YCttDW52razinCuGnu7dH5CNbx+hvdVLXLKZc28cQe7oJJoq2jHFGGhrcKMo6kJVS7WTIzub2LemhmmXFnRbCInWwY11rHr+QOTrgC+Ex+GPLFL1JDk7hht+Pn1Q93eyHdpcHwmcAJHAiUYDaflxZAxNoLXOSU1xG+vfKCFvbDI63dlXql5/xB4JnIyalYklzohWC0d2NmFv9HBgfZ0srp8iR3Y2suq5AwQ65giYrHryxiajN6ptECxxBtLz4xg6KS2q2/O61MUcs7X7KYcl1sjIGRkc3FTP0n/v4ws/m058quXEPpjjFAqGz5rWD6FgmL0fV1N90EZCmgV7kwevK0DB+BRyRiai0WoxmnWf+8WlTqU7mzi8tQGNVsNFXxtL5lC1zZPfG8TnDtJa50KDGvzf9E4pXleArUvKGD41bcCLQluXlEUCJ0MnpWKy6Al2vLYq9rbQ3upl75pqZl9z+hcBFEXhk1cOUdFxPO6a2HB0sseW98u4/NsTT+n+9aQzGcMS2z1Ae8GXxjDnukJ2LK+kqbKdaYsKyC5MRKfXYqt3odFqIguwmxeXsm1JOWteLiZ7ZKJks4qTovZQG2W7m9HqNFz69fE9Bk4AUvNiSS+Io7GinZ0rKpl7fWFUt+/urDw5KngyalYmO5ZVULGvhbYGt3rNcZYIh8Ks+I8aEMgekcjUSwvIGZkYOWf/8Im9lO5q4tCWBmZf+/n9fAuHFda9dphQIEx6QRzn3zqK5OwY9AZdt2CGElbQaDVUHWjlvX/sonhLA3OuLzyuxLxgIETJ9kZ2r6rC3uQh4AuRlhfHqFmZGEy6jv3QojeoFfSedj+JmVY0Gg0aGHQCmxJWP69Q1M/W2dcOJy7FTMAbwtHiRavTULyxnt2rqyhaWyPBk7PIzpWVeJ2BSOJo12vbpEwrS5/cx64VVRROSyc19/QncQghPvskeCLEaRAKhNm6pAyAaYsKSM6K6fiJhvhUS48LiMWb61n57H4ObqxjxmVDzthKiaPZmzyUbFMX/xd9c0IkSzVnlLoQnpr76YVOOBTmv7/ciNPmo3xPy4AzfFtqnKx5qRiAuBQzs68djt6oo6myHU+7H7fDj88VIBgI4/eGsNWpmaettS6q9rdGvRh8qvg9Qda9UQLAzKuHMW5eNl5ngNiOuTid5ed+T5D//XojbQ1uNr55hLk3FJ5182QObqwDYPScLC780pjI9wsmpPL2X3dwZGcT590aOmPbxnxW1B5uY/lTRYTDCglpFlwOPz53kJJtjcdse/EdYxk5o/9+w9UH1EXj5B4W7efdPJKmaict1U7++8uNGM06DGY9WYUJDJmQSuH09NMSDAz6Q6x5qZjizfVkDk8gLsVMKKAQk2AkfUg8Wp2mY0aChaTMmP5v8CRTFIUPHt9DZVHrMT9rKHN8+oUGFn1jAsMmn1nHutNhx3K1FcSUi/MjgRMAo1mP0azv1tqmcHoGz/50Ha21LhrL28kYGh/1/bjsPorW1gKw8M5xjJjePev78LYGlj9dRMm2BmZdPey0H7sr9rWwf10taOCC28dgsuoxGHUkZlqpO9KGXq/D3e5nzUvFVOxtjiRGRCsUDIOGE/a+VhQFZ0dVa2xy94CHRqPBEmfsceH56Pft9MuGUL6nmeYqJ6tfOMAV35l01pxnibPH1g/Uc/+x52aTM7L3hBCNRsP0y4fywWN72L2ykoLxKeSO6j+BxNtLIDE5K4aCCSlU7G3hk1eKufw7k86axICqgzacrT7MsQYu/87EYxb5C6enU7qriZIdjcy65vQfQ0+XyiI1EG+y6rnmR1O7nS93fU46j2u5o5NIzLDS1uCmZHsjY+dmD+p+Q8Ewb/91R7dAO6jVU02V7b38lrofSlghPs3C5d+aSHL2wM+ljuxsoqmyHYNJx4IvjsbSETTUG3SRf8clmdn7STXNVU6aKtvPiGpJ0TeP08+ulVUAzLxq2DHnC8MmpTFkQgrle1v4+MVirv/JNPm8FkKcdGd88OSxxx7jL3/5C3V1dYwbN46HH36YefPmne7dEuK4VB1sxWnzYY03Mv786LJghk1Jw/CSjvYWL3VH7GSPSDy5O3mC7FxRiaJA/riUfk9YtTotI6ZnsHNFJSXbGwccPNn8XinBQJi8sclc+d1PFz6GTuy5lZXfE2TjO0fYt6aGku2NZ1zwpLrYhtcZIC7FzJSF+eh0Wiyxx7ZuMFr0nHvjCFY8s1/tjz0i4ayaERLwhzi8XV2cHzO7+2J81vAE4lPNOJq97F9by6QL807HLvZJCSuEQwo6Q/eT+1AojKvNR0yCiWAgjN6gPaMXK8JhhY9fKiYcVhgxPZ2LvjoWJQxle5rVLHwNeBx+Dm9rxOsKsPGtIxROTUfbxyJoKBiOVBQNn3rs+8to1nPFdybx4RN7aKxox+8N4feGKNnWSMm2Rj5+qZjEdAsLvjia9ILoF6yPhxJWWPyv3ZFqtboSO3Ul9l63P+/mkUyYn3tK9q03h7Y0UFnUik6vZcycLBQgMd1C0B/i4Ca1bZG90QMKrHmpmIIJKWdlhdqJ0lrroqHMgVanieqYYrLoGT4ljUNbGjiwsW5AwZNdKyoJBcJkDU/o8TNtyIRUDGYdjmYvFXtbGNLL59WpsvV9dXF38kX5jJmT1e1nccmfHp9LtjVQc6iNA+trOSeKNpvle5tZ99ph7E2ejooPC0lZMSRnxRCTaEKjURfTrPFG8selRN2b3ucOEuxoUROTOPhqEZ1Oy0VfGcvrD26jsqiVrR+UR13lGwyEcLX5iU8xR847QqEwWq3mc7uQK47VWOGgprgNrU7D1EsK+t1+6MRURs/J4uCGOpY/U8RN983otyLK41QrTyxxx54rzrm2kJqDNqoO2Hj191sYNSuTrOGJZ/T1hKIo7F6lLqKOmJ7RY3VEwfgU9CYdjiYPh7Y0MGrm53OI9L41anvJ0XOyoko00mg0jJmTxca3j3Bgfd2ggyf7PqmJBE6mXzZEPX7rNOxfX4u9wY3PE8TrChAOKfg9QYL+MDqDNtJazNHkYfG/dvGFn00f0DE8GAix+b1SACZdlNfjax7U+T/Dp6RzeGsD2z4s59K7xstC+xmu6kArQV9InefZw7WDRqth/hdH8+JvNtFQ5qBsT7MkBQkhTrozOnjy6quvcs899/DYY48xd+5cnnzySRYtWsT+/fvJz88/3bsnxKBVdbTvGDIpNepWUQajjuHT0jm4oY6Dm+rO6Iudrsp3NwEwOcpF7xEz1OBJ6c5G6svs3TKC++Jx+qnYpy7Szr2+MKoTY6NFz6iZmexbU0PZnmaCgdAZ1bqr/oi6YJs3pv9WXCNnZNJS7WLHsgrWvX6Y/LEpGEyn97G4HX4q9jUDkJQVQ2KaFa1Og96k67YwdmRHIwFviPhUM1nDE7vdhnpxl83m90pZ9/ph2lu9nHvDiD7vN+ALUVnUQigYJhRUiEsxk5RhRaPVoNGCo9mLrd5FTLyJYCBEVmEi5hhDn7fZE0VRWP9mCQc31BHwhtQFab0Wa7wRjUbDwc11+FyfDjXVG7UsuH10VNUap0PlvhZsdS5MVj3n3zpKDYroOGbBd84XCnn+5xtw2nwUb244ZoG1q9Y6FwFfCJNVT0YvwY/YJBNfuHc6TpuPtgY34ZBC3ZE29q+rxdMeoLnKyZJH9/ClB+eckgX/w9sbqD3chsGkY851avVaZ1ugdpuXpgoHGq0GvydIS42LDW+WMGJ6RrcBvafagQ1qZcO0RQXMuLz7gu/0y9SvQ8Ewz/98vfq+3Nvyub7QrDvSBkBWYWLUswTGzMni0JYGDm+pZ+4XCqNanAqHwhRvVoNXUy8p6HEh3WDSMX5eDjtXVLLp3VLyxyX3GZA8mbzOQGQRbMrFfZ9nj5uXQ80h9X06/bIhfe7zno+qWfvqocjXSljBVu/GVu+mdGfTMduPPCeDi746NqrAg9OmVp2YYw3H/fmdkhPL+beOYvULB9i6pIz0grh+54g1Vjh45+87CXhDxCaZSMuPIxQMU11swxJrxGjRY403otVpGDkjg9Gzez9eijOXzx1Ab9Id12dQTXEboCYTRVutdd7NI2mqcNBS42L500Vcfc/kPt9rna31YntYhE7OjuGSu8az6oUD2OrdbHpHXXhOy49jxIwM8scm43UGyByWcEwyyOlSvreFqv1qYsCE+T0nmxnNeqYvKmDTO6VseLOEoRNTMZ7lA9AHytHsoaJIvQYaPy/61lSjZmWy6d1S6kvt2OpdA66kVRQlUll5dCJJxpBjz/nCYYVwR8tKl91PMBBiyaN7aGtws/yZIq7+wZSoA+fbP6ygrcGNJd7I5Iv6/ryauCCXkm0NlO5s4v1Hd3PZtyd+rhNIznT1HQlLuaN7n7kYk2BiwvxcdiytYPvSCoZOSpVkBSHESXVGn1k89NBD3HHHHdx5550APPzwwyxbtozHH3+cBx988DTvnRCDEwqGKd2lLhbkj00e0O+OmZ2pBk821pMzMumMz65y2ny47H40Wg2Zw6MLgqTlx1E4PZ2SbY28/ZcdFM5I59wbRvRYcdFV9UEb4ZBCSk7MgHr6ZwyJJzbJhNPmo2xX8xk1SLOuI3iSFeVzN/3yIRzaWo+z1cf2D8uZdRr75+/7pIb1rx+OZAR3pTdoMVr1KGGFmEQTzVVOAMbMye4x6DVlYT5uh5+9H1eze1UVmcN6zuAG8LT7eeNP23A0e6PeV2uCkZvuOyfqRdROBzbUsbujrBygbHdzn9sH/WE+efkQ+WNTBhWsOdnKO4KPI2ZkHDPcvSu9QcekC/PY/G4pn7x6iNgkE3ljej6WNVepC7GpubF9BjQ1Gg1xyebIglLB+BRmXDGUlmon7/1jF26Hn6qi1lOSlX9gvdpCbvLF+Yw/v/eKEkVRePX3W2mpcVKyo/G09dJ22X3UHGoD6PMzQafXMmpWFrtWVHJgQ91ZEzypKbapn5kadZEsLsVMdmEicclm/N4gzjYf9kYP+eOSo+7ZXt/RyixzWPQVJDkjkyJVcAc31EVVbVRzqA1PewBLnIG8cb1/3k+5JJ/9G2ppqXHy0YvFnH/LyNMSyK8taQPUfuL9HQ+HTU7DEmfAZfdzYEMd43pZsHPavGx8S20/OWF+LtMvG0I4FKa1zoWtzk1rrROvK0g4rBDwhagptnFoSwOTL84nLa//9ipOmw9Qg7Anwpg5WTSWO9j3SQ0rn93PTb88p9eF7upiG+/+fWe3fencHwBXmw9Xmy/SIrT2cBs5o5IG1OZsMFx2H1veL6O1xkVMoknNvJ6cRnyamaA/TDisYLLoMVr0uB1+gv7QKavsO5soikLJ9ka2L62gpdqJ0aInIc2CJc5AwBeiudpJYrqVq74/OargeUPZwM7pQE2cuvTrE3jtwa3UHm5j1fMHuPArY3tcYHbZfbTWqq+1rBE938eQianccO90dq6oxNHsoWp/a6S90oY31W3GzMnigi7tU0+nvR9XAzBhQW6fC/uTL8znwPo67E0ediyrOK3nv6dD0dpaUCBvTNKA5tnEJJgoGJ9C+Z5m9q2pYd5NIwd0v43l7djqXOgMWkZGcU2q1WrQdiQedB6zL//ORF77g/r63rG0gumXDen3dsJhhf3r1aDNvBtGYOonWJY5LIGLvjqW1f89SGVRK9uWlDPzqv4rJsXpUdsRPMkc1vexctIFeexeVUVjuYOaYhu5owe2riKEEANxxgZP/H4/27dv59577+32/YULF7Jhw4Zjtvf5fPh8n16wOByOY7YRYG9yU1dix+8NEfAFUcIKCWlWzDEGzLEGwmEFV5uPcEghFAwT8AZxO9TFb71Bh0artkiwxBmIT7FgjjXQWufC7wmqWd6BcKRXvlanxesM4Hb4CIUUkjKsmKwGTDF6wiEFW52LtgY35lgDWp0WrU6Du82HwazD51H3LxRQMFp0mK0Ggv4Q+o6+235PkJZaF81V7SSkWjDFGgh4Q+gMWjQa9QI2HFJw230YLXriUy2EQwoBbxCDWa9mvxu0ahlxWFGH2Bl1aIBgMAwKaHUa9T+9FiWkEAyEUcKKur8dWccKdNynBiUUVu/DH8Zo1uGy+/C5P806V5MhNLgd6sW1NcFIwfiUAf39sgoTGTIxlfI9zax8dj9tDe4TfvLXUObgwMY62ls8OG2+yGBBUNtcpeTGcsHtY6JaaG4sV9+HydkxA6qCmH/baDztAXURZXMDnvZAtzZcPe53x31lFyZGfT+glv6OnpPFtiXlbHirhIIJKcc1NDFawUCIUFBdwAgGQgT94W4L6l5nIHKhnT0yMarbNBh1zLtxJB8+sZedKypJyorptphaurOJ7UvL0eo0kfdFXLLaZiRzWAKKomBv9BD0h44rk37/utrI7JnUvFjMMQZaal14HP6Oxx4maFf/3ZnRb7Toe80q1Om1nHfzSExWPds+KGfDmyUMmZjS4+Ji0doaHM3eTwdUGrW01rrwutTjHagD0JOzY2hv8eK0+XDb/ax97RAXfGnMgGaqdGbbzbh8CNkjEmmsaEen1+J2+Al4g2QVJjJ8aho+dxCdQcvrD26jrcHN/nW1UbXsOF6KoqCElaiz2Cs7shYLxvV/XJp6SQHVB23UFNt47x+7KJiQwojpGeSOTsIaZ4y8V5s6AmOpUSyCHk2n05JeEM/o2VnsXlVF8Zb6kx488XuDkQXkEdP7bn2n0WgYNSuTDW+WULS2hnHzsk9L1tuRHY2gQMbQ+B7nZXU1dq4aPKnY14K9yU1C2vENDVYUhVDHDClLnOGEPv5QMMyGt0rYs7o6qu3zxyZzxfcmRbUPDaUdF+ZRVjaC+lkx+aJ8PnnlEFuXlDFsclq/LUY6X0v5Y/tuk2aJNXLBF8fw4b/3cnBDHfZGN1d8d9Ip+SzqqvqgDYCsKCpbdQYtE+bnsmVxmdruL6T0GFA6tKWBYCBM5rB45t00IvL3iU0ykz/22GPN0n/v5ciOJoo31kcVPHE0e9TbO46WXUc798YRNFY4aKxoZ8V/irj6nik9tlzcsrg08u/5t40i6A+j1Wlob/Gi0WlIzY2lsdxBKBCmrtROc5WTjW+VsPDO8SdsX49mq3fxzt934u74jO1U9ElNn793xXcnDfic9LPMafOx4a0SDm9tiHzP7wkeM8OhqbKdTe8eYf5to/u8PUVRqO887gwgaAuQmGHl4q+OZemT+zi0pQGX3U/+2GSSsmIoGP9pi7vO929qXmyfCUfxqRbOv2UUoFYIF2+qp3xvc6RV5cGNdUy9tIDE9NM7VN7vDVLVMTOtv+QEnUHLnOsL1fPflZVkDI0/phVvOKyghBRa61wkpFtO+fH1eAR8IbQ6Ta+tX4/s7Gh9O4jWWxPOz6F8TzN719QwenbWgGaCdFa9Dp+S1m8AozeJ6VbOu2Ukq547wNYPyiiclt5vAKiupA233Y8pRs+wKdElgow8JxONVsPyp4vY/mE5eWOTB3zNeKZx2rwYLeqcNkVRQPl0po2iKISD6npOMBDGEmuIqiuD3xPkwIY67M0ePA51XqjHGUCjUa/HQsEwMYkmdHot7a1etFq1/enQSalRvadCoTBNle1UH7Sp6y8dVW5Gi56YRDWZsaXGiVar6XMuFIA13sjYOVnsXVPD9qUVZ23wRAkroAGfK0h7RzWtNc6I3qg+NwFfGHOMHp8niN8TRKvTojeqs0/DHa2jwyEl0kY6HP7033qjusYVm2SitbZjza5jzSocVCJdE4QQ/Ttjzxqam5sJhUJkZHTPAs/IyKC+vv6Y7R988EF++9vfnqrdO2vVHraz+oUDp3s3TqjOrPW+dBuYeybQwJzrCgecWarRaLj4a2PZsriM3auq2PZBOSk5sQOeDdKTUCDMjuUVbF1SHllk7onT5mPJY3u47idT+y157gxo9FS63ReTRc/V90ym9lAbix/ZTdX+Vj5+qZj5t47q9cSvseNvnD6AXvSdpl5SwKHN9Tiavax7/TALvjj6uBYB21u9HFhfS3O1E61Oi9vhw2TR43UFCQZC+D1BXG1+QsEw1ngjHmcAJaye4ChhMFr16A1aFEVtIxKf0veCaFdDJ6Uy8pwMDm1pYOWz+6kvtTPn+kJ2rahky+KyqG9n+9IKbvrljH4rfo7msvtY+/phQG0hNPOqT4d3hgJhNUDT5CHgC+HzBPG5A3idQbJHJPRZ7QAw9dICDmyoo73Vy96PapiysHuZvqIoHNigVg2cf+uoHrPwO09QO/ep9rCNt/+2k5JtjZTvaSZ7RBKjZmUwYnpGn6+BrosoY+ZmE5ds7vWkvbMP89RL8ln9wkH2rqlm4oJc9AMI1BytqaqdXSsraa11odGow8tjk0zoDFrCQQW3w6fOEPEEmbAgl3NvGNHn43HafOqCnya6YJ1Wq+GSO8ex5uVDlO1qomJvCxUds03MMQYmXpDL6NlZlGxTF56OZ0DnqJmZ7F5VRdnuZnye4KAv0KNRvreZcEert2iyN0fPzmTr+2U0VznZvrSCqZcURN1yIlpuhz+S2RmTaCImwRgJiClhhf3r1Nf80YPIe5KUGUPemCSqDthY8theFt4xjtTc6Cv1Ovm9QT5+sZjSnU3qAHDULNLEDGvkojqSgKDT4mrz4Wn3kz8uhazhCaQPie/zeaovtbP2tcORAPyomZnEJJnwuYPY6lyRRT4g0ju9cn8r5Xua+51d5XMHIq1tBjK7BGDM3CyK1tXSUu1k+TNFXPn9SX1+jnd+LkVzP8OmpHH5tyay4j9F1JXYefUPW5l344hj2kYNNCjaye3wU3u4Da8r0PH7GoL+MNYEIxlD4zFbDRzaop5f9zYn7GjTFg3B7fCzb00Nn7xyCHuzhznXDu+2b+V71Yq8kedkRvW5Onp2Fkd2NHFgQy0zrhza7/v9yA61kjejnwzVgdDptSy8cxyv/mErdSV23nloB3NvGNEt2OZ2+COzkL784NxeK18635dNle289uBWDm9rJCmrjOmXDTnhwVZFUVj+TBFuu5+krBgmzs8hHIbWWifle5rxeUPo9VoURcHvDXU719vwVgl5Y5NP+PHrePk9QRwtHkJBtd1PKKQQ7pgn4273kzcmOarzlPoyO+0t6kKjrc5FKBgmY4gacPa5g7S3egl4g9jq3dQebqOxol09tmlg+qIhTJifi6vNh7PNh9fpR6fX4nEGWPfaYYrW1TJmTnaf7/Ouldhpg6jyGTopjYV3jmP5f4qoKVYTF0BNTpr7hULyx6ZEqtoHEgSzxhuZsjCfKQvzCYcVljy6h8qiFvavq2XOdYUD3s8TqaXGBQrEJBhJSOv/PHjopFSGT0njyM4mPnh8L2PnZTP3ukIMZh3bPihn2wflhEPqa15v0JKYaSUcUhP+vK4AqTmxaHVaAoEQQX+IzKEJjD8v57jmY7gdflx2tTqyodyB0awjY2g8dUfsNJY5mHn1sH6rvhrKHbz9tx1otBrGzMokb1wKiekWYhJMGEw6GivbsTd60Oo0USW/HC1/XAqF09Ip2d7IqhcOcMPPp0fV0iocVjjS0XZx9Kzja0c4amYmh7c0ULm/la1Lyrj4a+P63L4zEJk3OnlAC78jpmdQsa+F4k31kcrCk3VOqSjqInbncxnwhbDVu/C5gurnuAI+TwCPQ22VZ7LqcTt8WOKMJGZYe/18CPpDFK2t5eCmOpqr1CCDNcGIu91POKRgMOrUxfFg92v52GQT1ngT1ngjKdkxxCabscYZMZh06AxaLHEGKva1sHtVVbcKyp50Vrh1WvnsfnR6LTmjEolPtZCaGxs5dw34w4QCaqWe3xuKzLrpz/Bp6VElak5emE/R2lqqD9rYsriUyRfnR4I4Slihqao9sg4UeUq7PLdtjW7cbT6GTk5j2JS0bq99RVHwudWAhSnGgKvNBwr4PEEczR70Ri0mix6dXovPHcTR4sXvCUSu79x2P842Hz53AKNZT8Afwu8O4nUHcdt9mGIMhINhXB3JDn2tvxw3DdDDzX/tL+f2Oi9ICNHdGRs86XT0B4eiKD1+mPz85z/nhz/8YeRrh8NBXt6ZN1j4dItPMZM/LhmDSY/BrEOjUU9OQ4EQ7S1qtnZMoroApzdoMZj0mOPUBc2gP4QSVhe23Q4/jhYPXleAhDS1vYPOoEXfcQJja1AXJixxBiyxRpSwgsvuw+sK4O2YAZCcaSUh3YKnPYCiqJUdsUlmQoEwBrMOc4wBrU6t8PC5gxhMOrzOAPYmN+YYAzFJZtLz43C0eNSTBZOuIxqvwZpgiswe8LmD6qKgFkxWAwFfkHBIwecJojdoscQZCfrDBAMhQL1o1miIVN+EQ0pH5Y0WjVaDp92vPg9WPWg6F4Q7SpF1GnQGNfM8LtlMTIIRpesHlQIKCqm5sYPO+DWa9Zx7wwi0Wg07V1Sy+oUDtDW6SUizkJITS2ySSc3YfaMEe7OH9CHxxKeY0Wo1uOx+dAYtBqMORVGwxBpoqXFFLio7T5aGT01TezInmdHqNJEMBb83yJqXDtFY7mDr4rJ+y+IHGzwB9b2fMyqJC24fzcpn97N/XS0BX4jJF+WRlhfX7WLG5wnSUNHRhmUAmcSdDEYd828bzXv/3MWB9XVodVrOu2nEgBen6kvtFK2t4dCWhsgFWn/cjk+zQ4N+9YTS0+V7I2cOrI2YRqPhoq+MJTbZzI6lFexbUxMZIgkwdl42OSMTCQXCtNa58bb78XmC1Jfa0Rt1JKRZaKpqx9XmY+Wz+7n4q+MGVIGyfWkFQV+I9CHxzLxyWLfjdWcP7YG0VevKYNQx86qhrH7hIFsWl5KaF9utXVRbgxtHsxetXtNrS6KjL4KzRyRx4VfGsPHtI7jtfiqLWqgsaqGqqJVRs7PIGBLfY9VU7eE2lLBCfKo56hYshdMz2PxuKc5WHx8+sZcLvjRmwAOOnTYvO5ZWULS2lnCUJ9l7VleTOSyhz8X1zgvRlNzYqLMxLXFGLv36eFrrXOxeVUVlUQtOm3qc37K4LBKsM5h0US/G9iQ1L5akrBhsdS7WvFTMhV8eM+gsqWAgxM7llTSUO9T3qKIQDqsXLEF/KDLvYcycrKgWNi2xRqZ19Frf/G4phzbXc/Ed46LKmO9PW6Ob7R+UU7yl4ZgLqkhmYcf3DWZd1C0H5982mjf+tA1bnYvXH9zKnOsKoxqa3sne5GHZU/uOycA+umVRTzozoy3xRgqnpKkVDgo4WjwE/WHc7X6aK9sjfwejWceFXxl7zPvZ5wmigcj8pI1vl7BjWSXbPignb0xyn4HJzs+l+DTLgC8Y9QYdl941ntceUFuMLHl0D5d9a2KPx4hwKPzpZ2CUQZohE1O5+gdT+PCJvTiaPCx5dA/pBXFkFSaSkGbBafNRsr2B9lYfWcMTGDY5jVGzMnttA+j3qIvBh7bWc6BjNlN/LPFG8qJsKarVajjv5pFY441qUsfKKmoPtTH/tlGkF8TjdQYis7sKJkS3qFcwLiXyft/49pE+58u42nxqIE0Do2ed2DamCWlWFn19Ah88sYf6Ugdv/mk7SZlWJl6Qx7hzs6k+qGbEp+bFRtUyLC0/jllXD2PTO6VsWVxG0B9i1jXDT2gApWx3M81VTgxmHVffM7n7cPHbum+rhBV1YcgT5MVfb6K11sWGN0qY84XCExpACQXCONu8BP1hkrNjon68fm+QXSur2LWikoCv99dtekEc1/90Wp/na1veL2Pr+9Enj3TKHBbPuTeMjLx/rfHGYxIBGssdHNrSwIdP7OH6n03v9Xyg8zM2NTd2QBWuXQ2fms4tubEcWF9Le6uPyqIWWmtdLP7nbgrGp0SqR4dPGVxClVarYdy52VQWtXBwYx0zLh96UmbneZx+jBZ9vwv0kbafUSZfaDQaLr5jHDEdFYv719ZyeGsDKdkx1Jd2SaLTqBXQncl3nQvBncHQToc2N1BfamfB7aMHnOwWCoRZ/2YJ+9ZUd78OPEpzjZNbfj2z12O4oiisf/1wZMF575oa9nY5p9ebdIQ7Ehjyx6UMetbLvJtGUn3QRku1M6rrO1DnPXmdAYxmHdmjEgd1v500Gg2zrhlO5f5WDm9rZOqlBaRk936t0Hn+MZjEnPNuGkldSRuOZi/v/2s3F311bFTBuWi1NbrZtbKKQ5vr1Zl/MWplSHtL9O2Ek7NjSMuPIybBGFkfcTR5aKxsp6XaGUlaQaMGsbqee/V2vHS2+nC2qtuV7+m7zXB8qpnC6RlY441Y441YYg0oqK9rjUZDS40zsmbUUObgyI5G7E0eKotao3p8BpMuEqzvPI912f24HT7CYYW80cnMuT664G18ioVpiwrYuqScrUvK2fNxNfljkvF5QjSWO/C6AlHdzuFtjcQlm9WKDr0Wv0cNqvcUcDhRunYo6WSJM6gdGvzhyHOj0aAeRzra14ZDajURivozrU6LRqeJrEV1/h+Nurbg9wYJBxVM1o4ZbHotOt2n2wghoqNRlL4+0k8fv9+P1Wrl9ddf59prr418/+6772bXrl2sWbOmz993OBwkJCRgt9uJj5c+vuKzJxwKs/hfuyOLUSeCJd7IuV8oZMSM3rPuS7Y3suypfaCBq++ZQu6onktqlbDCUz/8hIA3xE2/PGdQ2c2dDm1RM4Q6j1Ymq578cSkMmZhCwfhUSrY18PGLxSRlWrnlNzMHvRix75Ma1rxcDArkj0tm+mVD0Wo1tLd6CQXDuOw+jCYdsUlmFNQgRzAQxm33UdnRN7pTzki1xZoSBmu8oaOtjRGNBqwJJoxm9aTT3ughJtGE3qBVFwS1atmuzxPEEmsY0GLD0Sr3t7D6hYO42nxotBrOv2Vkr33pu2ooU7PcQsEwJqueC740Jqr5CI4WDy/+ZhPhoMJV90wm7ySUT6uZkbsjJ+g5IxM558phZBUmsHN5JRvfPkLemCSuunvKgG5XURSaKtsp2d7IzuWVke9rtBrS8mJJzLCiN+koGJtCQrqFta8eouZQGxPm53LezdH3iK7a38r7j+0mHFSwxhu5/DsTo+o1rygK+9fVsuHNEvwdC6BDJ6UyenYWGq2GgC+I0+bD51IDzZY4A+kF8RRvqWf3yirMMQau+O6kXhdx1752iD2rqxl/Xg7n3zoq6sdz9D4G/WEOb21g2wfl6kUH6iyemVceX3vB6mIb7z68ExR1sezK70XXY76rgC/E4n/tOmaB5GjmGAO3/GZm1DNwFEVhz+pqtn5Qhs8VxGjRc+nXx/c6B6Yvfk8Qe5OHA+tr2be2NnLhFJ9qRgmDy+E7JptQp9ey4PbRA5qB5Xb4+fjFg5E5PRMvyGXyRfnEJpm6HW/CYQW/Oxi5UC/eXM/WD8oJ+kKYYw0s/No40vLj0Bm1NJQ5cLZ6cTv8kcSDzvYBJouasFGxr4XGckePF4xdabVqS7RzrhxKbFL/wUmnzceL928i6AuRMyqRy789qddFvw1vlbBzeSUjz8noN7u1N9XFNpY8toegL0RKTgwjZmRgMOnQ6rQkpFtIyY6lscLBkkf3YI4x8JU/zx3QcFq/N6guAqyqiipIaokzEAqEMVr0mGMNkQWSoxcNEtIsJGercwMURc2+tjd5aKl2Eg4rxCWbueirY8mOom3X0Uq2N7L6hQOR9jKTL8rHYNKx+b1SUnJiuflX50R9WxVFLbz/r92Rr4dMSGHm1cNIyorp9jwe3tbA8qeLSM2L5ab7or/9gWhv9bLl/TIObqyLLKKk5cepGeVtPiZfnM/cKBd5AHatrGT9G5/OgJl344jjymzvpCgKrz2wleYqJ9MuLRjQzIfdq6tY95paMTpiRgbzbxsVVRBdURRqD7XRUutCp9dQU2yjpVYdOt3e4sFlV5+jTrmjk9TP615mfnhdgY4EhlZKdzdFgn3mGIP6/tKrbYs0Wk1HUMZH0Bdi5lXDep2T4GjuOC8JKSRnx6AoEJdkwmjR01jhwGX3YzDpiE+1YLLosMabyB6RSHyqmZxRvQ8r7rrPb/11B7Y6F7FJJi766lhyRibhafd3JI0FCYfCbH6vjMZyBxPOz+G8Wwb3GdvTfW99v4w9H33a2jBvbDJXRtm+sCehUJiXfrMJR7OXWdcMY9qlQwZ+G4EwR3Y1Un3ARlOV2s5Ub9Sp1T2+EB6Hn8xhCVx1z+Q+A0mrXzjAgQ11TFtUwKyrBzbDpPpgK5+8cihSZQhqpei4eTmkF8TRUuPC1ebD5wnidQYwmHW01bvRaEFv1OF1Bdj7cU2kXfO4c7MZf35Ov59HnnY/h7Y0sHNFZeS1b4kzYE0wkTU8AVebTx1yHmeMVFCOnJnBhV/ueY5NXUkbb/11B1q9hqmXFGBvcNNc7aS91RtJuAL1vXXx18YNeHZfV4e3NrD8mSIAplycz7RFBfi9IXzuAEmZMcckrax/s4RdKyoZPiWNS78xYdD329UHj++hbHczqXmxXPujqb0eh/77yw04mr1cdffkQZ1r1ZfZee/hXQR8ITRaDcMmpTJkUmqkjXlabhw6gxZHs4d9a2rQm3RMOD+n14SLUChMzUEbRetq1QqwXj62TVY9sUlmNFoiVeNGs46aw20oihqgddq8x5znHS02ycS0SwsonJ6B3xNUZ6vFG9DptQR8IXR6rfqfQYtOr0EJQ80hm5qk4vDTWueKVAQH/WH1GqLNR0p2LCNmZDD+vJwBBU4VRaG11kX1QRtOm5eWWnXeVlKmFaNJfT9ldcyqM5r1mKz6E/K5F7n/jhk4O5ZX4mjydPuZ3qQjZ0RipD1Y5Jnt+IclzoDJqmf/+jq8zp4DLZ3tygxmNWEnFFLIGBJHKKAmIIQCIcwx6vvcGm8k4A2CRq0IssYbMceo7eUNZl1k3pia4BtAq9cSk2BCowFzrAG9QRdJFve5A2i0GgxGHX5fSP0c7NKWrWubtr6EgurfPTbRdEKfdyE+CwYSNzhjgycAM2fOZNq0aTz22GOR740dO5arr76634HxEjwRnwcBf4gdSytorXXR3urF3uTB71EXpWKTTIw8JwO/J4TLrs4uiU0yq71P/eoFqbs9QEyikfwxyVjijWQOS4jqgnn1fw9wYH0dJqu6SNi1XZHXFaCxwkH1ARs7V1RiMOm486F5A67iOFrl/hb2ramhutjWa/ZsXxfQ0Srd1cTyZ4qiLivuSqvTMPKcDMbOzSbrDOmjG/CFqCtpIyHdMqBqp7qSNta8XKy2TQDGnZfDjMuHdMtk9boCuB1+tX2Gw8emd0qpO2InZ1Qi1/xg6gl/LJ0CvhDr3yxh/7pPF5ctcYbI/JT5t42KKkjUm9rDNvZ+XEPdEXu3hZ+e3HjfjAFXGbTUOln+dNGng10LEzBZ9DRXO0Gjtlbye4IoCuj06iKR2+GPZJZlDI3nnCuHkjcmud8FklAwzJt/3k5TZTtanYYJC3I554qhkf7IrXUu2urdrHm5GE97gEXfnHBCBon7vUFaqp2kD40f0KJxX8r3NLPy+f34XEEyh8Vz+Xcm9ZqtebSAL8QHj++h+qANo0XP9EVDMMfqIxch4TDojVqcNh/Dp6YNqFVeJ68rwAeP74kEZ0bNzGTm1cOITTKpPaPb1XZJne3qfO6gGih1B3C3+6ksaj3m9ZY/LoVzrhgaCXopYSUyqwu1cAZzjH5QLeAURYkEHDtpteo8pIA/hFar6TWDMXtEIhd+eUy/M1Z6EgqFqT5go2RHI/ZGdWErPsWiBv06MhyHTUnrnjUfhdrDbbz/yG4CvhApObEMn6reRrvNS2N5O/WldoxmndraIqhw6dfHM3zq4Fte1pfZef9fu/sNBE1ckDvgIbyd2lu91BTbaKxox+3woTNoGTIhldTcWKoOtLL34xraGtx93obRrGZ4jp6dRcG4lB4vnIP+EO2tXhLSrcdVdeBp97PmpeJIK5dOA13MBzXIsOnd0m6fxRqtOkdk7NwsRs3KYt0bh9m/tpYJC3I5b5DPcbScNi+HtzWydUlZ5BzEmmDkhntnDHhYfdHaGj5+SU3UGDkzgznXFWK06NEA2o5FGrfdR3yqJepF8Kaqdl77w1b0Bi1ffnDugILLnS0vP36xOFJRedm3JvZZJep2+Fn93wORdo19iWTNdkjJiSFvTDIxiSbqjtix1bvxtPuPWbhKzLAy86phDJ+a1uPzcHBjHaueV1sRF05LZ+KCXOjIina2etHqtZTubKKlxknu6CSuvmdgSRXRam/18u7DO7E3qot2phg9PlcPxwUNXPfjaQMaGB+Nqv2tHN7WQGKmVW0JOsAqiaMVb1YTlkxWPV/42fQBDSC31btY9lQRLTX9t1SeeEEu827s/X37v19vxN7o4fJvTxzUvDNFUag+YKN0VxPJ2TGMOy9nQMe3w9sa2PBmSeTcS6PVMGxyKuPOy8FgVLsh+DxBAj71+NlY7qC62BZZlI1JNDH/tlHHtF7sVFNs452/7wTUoNe5N4wgMcOK2+4j4AtRX2pn24cVOJo8jJ2bxYLbx3R7bF5ngNqSNvQG3QlrubdlcSlbl5Qf832tToM51kDAFyItL474NAsHO9rkXvatCf22y4yW0+bl1T9sxesMEJtkIndMMgajDp1eQ0Kaeh0T8IX48Mm9aPUavvbnc/tt+dsbR7OHj/53sMckRK1Wg86oBiI6/55Gi54pF+djtOhxNHnwugORObG2elfkGgTUSsvJF+WTkhOD2+7H7w0Rn2rGGm/s8VjWuRyn0agdLupK7LTUOvG61MVzd5uP2CQzaQVxpOXFkZBmkUXwHoRDYcr3tGBv9qA3aEkfEk9qTmyk80FffJ4gVftb0ek1kZkiienWSCvtYCCsdiHRaHrthCOEOPt8ZoInr776KrfffjtPPPEEs2fP5t///jdPPfUURUVFFBT0PWxXgifi88rnCUYuuk/WALCAP8S7f98Z6SGaXhBHQrqVhnLHMRkf51w5lBmXDz1h9x0KhWksb6d0VxOlu5oi9zdkYiqX3DnuuOZIdKo7YmfrkjLsjW5CQYW4ZBN6ow6T1aBWoLT5CAXDxKeY0Rl0GIxaskYkUjAuZcBtmM5koWCYTe8cYdfKKvUbGnWAnVavwesMREqGu9Lptdx43wySs2JO+v61t3rZ+n4Zh7eqA4kBckYlcdXdk09Y25H2Vi/1R+zYm9y4HQGqD7aqi+AoambeILIyQV1kXPvqIQ5vb4y6JNxg0nHOlUOZeEHegB6fzxNk9QsHKO1Y0IxNMpE5LIG6krZIn11QFwK/9MCcExbsOBlaap289Zcd+D1BLPFG5t86qluwJ9KH2KBmuvq9QUq2NXJwYx1Omw+DScdVd08m8wTOR+gq4A+x4Y0S9q2tifxdOwc6RssSZyA5O5bplw3ptbLvRCrZ3sie1VXUldp7fS12Ln4mZliZtqiAkedknnGzESD6gEZ6QRxf+Nn04158cLX5KNneSH2Z+twFA2Fs9a7IImpskonrfjIt6tZ+g+FzB7A3edDq1NkvHqefmAQT4Y5F8IHOrTpeiqJQtquZPR9VUXOojZScGK66e8qgMqJDwTBtjW42v1tK1f7WyHEeiCxmAMcdCBsIl93HwY11KGE1kz2ayqieFG+uZ9Vz+/ts6ZMxNJ4rvzcpqsXB7UvL2fROKUMmpnL5tycOap9qD9tY+ewB2lu9GM06Ft45nvxxyTht6jmPx+HH1uCmocxB6c4mvK4AOr2W3DFJoEBsspnswgTsTR7iUy0kdMxlMFr0eJ1+ti+toHhTfZ9tTZOyYsgbnUThtHQyhyX0+R5VFIX1b5Swe1VVn49LZ9By4y9O7nmJ3xtk/ZslHFhXG2mvYok1dLQgVj9TR8/OZPJF+X3f0BkgHFZ47Q9baalxojfpOO+mkYye3ffMolAoTFVRKyv+U4Tfq1Ymjp6dFQkUBXwhjGYdsclmbHUuVvxnPxoNXPr1CT0O/Ha1+Xju3vWggTv/Nm/QC+THKxwKU7anmb0fVVNzqC2q30nNi2X8eTmMnpXV76JtyfZGVj23P3Is6+l8wRSj58ZfzBhUUsdgHNnZyOZ3S7HVu9HqNOq5lKfnz9S0/DhuuPf4P0u7aihz8MHje7q1Ne7J6NmZXPjlscd9fy01TorW1WKrc0VafXet2kzNi0UJK5Fkst5Y4o0Mm5TKhAW5fbYcE0IIceb4zARPAB577DH+/Oc/U1dXx/jx4/n73//Oeeed1+/vSfBEiJPL7w2y4c0SDmysO6a8OCHNgjXeSO6YZKYtKjipi7E+t7qI31s2jzh+1Qdb2fxeafee0R1MVr3alseqJ70gnikL8wc1d+Z4BAMh6g7bCYXC5I1NPqMX/49mb/JQe9hGOKSoWfwacNl8ahZyR2sSnUGL0aQjJTc26kqLoymKQmVRK2teKo600wJ1ATIlN5b4VAvj5mWTM/LkL9Yfr+ZqJ8uf3hdpx5GSE4vBpMPe7MHT7u81AGCJM7DomxNPeNZvTxrKHGx8p4Sa4jb1Gx0LaRqtBpNFj8lqwBSjti4wWdWWAWm5ceSMTjppw0v707nw7vMEMRh1kXZbRqtaodM52+tM17m4bW/04LL7iE00kZgZQ87IxEjmYHJ2zHFnZ/elrcGNrd5F9ojE07bodyZw2nxqK5ETcExWFAVXm4/SXU3sXl0dSZwYMSODi77ac8ubM13VwVY2vnXkmPlBXQ2ZmMpl35zQ7+LkW3/dTl2JnfNvGcn483MHvU9eZ4APn9wbaSmkM2h7rcRNzo5h4R3jBjTHzGX3UXuojaoDrfg9QVLz4sgYGq+2Nok1DOpcrrm6nd2rqijZ1ogpxkBKTiwJqWbCHdWbo2dlDWo2wmB0DghPSLNEPT/sTOS0+Vj5bFEkYJBeEEdqXhzxqersBb1RRyikEPAFaal2YWtwRa4FsgoTuOSu8X1WD3703wPsX1+HVqth+uVDGDIxlaaKduqOtIGiJjHZmzyk5cdx4y9mnIJH3L+WGid7Pq6mbFcTeoMOc6z62a0oConpVmKTzYyckTHgiszWWheb3j0SaaOp1WrQ6NQqu4yh8Yybl3NKEpK6UhQFT3sAU4z6+e+0+fA61RmlDWUOfJ4gMQkmhk9NOymvc783SPVBG83VTpSwQsAXwt7oprGyHb87SO7oJOZ/cfSAK1SjEQ4rOFu9kXmqMYlqMsLBDXUc2dkUqYIxxRiISzaj02uxxBrIKkw47i4LQgghTq3PVPBksCR4IsSp4Xb4ObSlnqA/TPqQONIL4ge9wCvObJ093gP+UEc2qe6UZzWL4+P3Bind1YTXGSA5K4bskYkndRH5ZAkGQmx6u5Tdq4/NODbHGFAUhYA/hBKGvDFJjJ6VxdBJqSekMm0gfJ4gAW9o0K21hBDHUsIKzdVOtHoNyVmDnwt2pgj6QyiKumAZDiqggfYWL2/+eTuhYJjZ1w5n6iW9V9z73AGe+fE6lLDC7b+fPah2el2FgmHWv344MndJq9N0zK3QkpITS1q+eq43ZGLKGfX5Ia1UTqxwWGHHsgq2LC6LtEjti96kY9Q5Gcy7cWS/FRfhsMLKZ/dzeGtD7xtp4IrvTqJgXMpAd/2s5HH6CXhDxCWbpSVTH5SwIs+PEEKIE0KCJ0jwRAghhPiss9W7sNW7CQZCapuYVEu3gZ6ymCaEOFsVra3h4xeLARg+JY2cUUmYYw3YGz201qlD2s0xBlprXVTubyUp08qt9886YffvaffjcweJSzGftDaw4sznaPZQX2ZX5yu2eIlNMhPwq224QoEwmcMTSMuLG/CivxJWKNnRyPalFdgb3KTmxZEzMhGjRU02yBqecMoqhoQQQgjx+SPBEyR4IoQQQgghhDg7KYrCxy8Vs39tbVTbz7tppDo0XQghhBBCCNGngcQNzt5mrEIIIYQQQgjxGaTRaJh/6yjGz8uheHM9jmYPXmeA2GQzqbmxKIrSMYdAnY2SO+rMn1klhBBCCCHE2UaCJ0IIIYQQQghxhtFoNKTlx0n7IiGEEEIIIU6Tz2zwJBQKAVBdXS1tu4QQQgghhBBCCCGEEEKIzzmHwwF8Gj/oy2c2eFJSUgLAuHHjTvOeCCGEEEIIIYQQQgghhBDiTFFSUsKMGTP63OYzOzDeZrORnJxMVVWVVJ4IIYQQQgghhBBCCCGEEJ9zDoeDvLw8WltbSUrqe3bgZ7byRKfTARAfHy/BEyGEEEIIIYQQQgghhBBCAJ/GD/qiPQX7IYQQQgghhBBCCCGEEEIIcdaQ4IkQQgghhBBCCCGEEEIIIUQXEjwRQgghhBBCCCGEEEIIIYToQoInQgghhBBCCCGEEEIIIYQQXUjwRAghhBBCCCGEEEIIIYQQogsJngghhBBCCCGEEEIIIYQQQnQhwRMhhBBCCCGEEEIIIYQQQoguJHgihBBCCCGEEEIIIYQQQgjRhQRPhBBCCCGEEEIIIYQQQgghupDgiRBCCCGEEEIIIYQQQgghRBcSPBFCCCGEEEIIIYQQQgghhOhCgidCCCGEEEIIIYQQQgghhBBdSPBECCGEEEIIIYQQQgghhBCiCwmeCCGEEEIIIYQQQgghhBBCdCHBEyGEEEIIIYQQQgghhBBCiC4keCKEEEIIIYQQQgghhBBCCNGFBE+EEEIIIYQQQgghhBBCCCG6kOCJEEIIIYQQQgghhBBCCCFEFxI8EUIIIYQQQgghhBBCCCGE6EKCJ0IIIYQQQgghhBBCCCGEEF1I8EQIIYQQQgghhBBCCCGEEKILCZ4IIYQQQgghhBBCCCGEEEJ0IcETIYQQQgghhBBCCPG5sHf1cvZ/svp074YQQoizgP5074AQQgghhBBCCCGEECebrb6W5U/+E4Dh02dissac5j0SQghxJhtw5cknn3zClVdeSXZ2NhqNhnfeeafbzxVF4f777yc7OxuLxcL8+fMpKirqto3P5+N73/seqampxMTEcNVVV1FdXd1tG5vNxu23305CQgIJCQncfvvttLW1DfgBCiGEEEIIIYQQQghRuXdX5N+22prTtyNCCCHOCgMOnrhcLiZNmsQjjzzS48///Oc/89BDD/HII4+wdetWMjMzufjii2lvb49sc8899/D222/zyiuvsG7dOpxOJ1dccQWhUCiyza233squXbtYunQpS5cuZdeuXdx+++2DeIhCCCGEEEIIIYQQ4vOuct+eyL9ba6v72FIIIYQYRNuuRYsWsWjRoh5/pigKDz/8MPfddx/XXXcdAM8//zwZGRm89NJLfOMb38But/PMM8/w3//+l4suugiA//3vf+Tl5bFy5UouueQSDhw4wNKlS9m0aRMzZ84E4KmnnmL27NkUFxczatSowT5eIYQQQgghhBBCCPE55LS1Rv7dKpUnQggh+nFCB8aXlZVRX1/PwoULI98zmUycf/75bNiwAYDt27cTCAS6bZOdnc348eMj22zcuJGEhIRI4ARg1qxZJCQkRLY5ms/nw+FwdPtPCCGEEEIIIYQQQggAv9sV+bdNKk+EEEL044QGT+rr6wHIyMjo9v2MjIzIz+rr6zEajSQlJfW5TXp6+jG3n56eHtnmaA8++GBkPkpCQgJ5eXnH/XiEEEIIIYQQQgghxGeDz+2O/NvtsJ/GPRFCCHE2OKHBk04ajabb14qiHPO9ox29TU/b93U7P//5z7Hb7ZH/qqqqBrHnQgghhBBCCCGEEOKzyNel8sTTLh1LhBBC9O2EBk8yMzMBjqkOaWxsjFSjZGZm4vf7sdlsfW7T0NBwzO03NTUdU9XSyWQyER8f3+0/IYQQQgghhBBCCCGUcBi/1xP52utsP417I4QQ4mxwQoMnQ4cOJTMzkxUrVkS+5/f7WbNmDXPmzAFg2rRpGAyGbtvU1dWxb9++yDazZ8/GbrezZcuWyDabN2/GbrdHthFCCCGEEEIIIYQQIhp+rwcUJfK1p70dpcvXQgghxNH0A/0Fp9NJSUlJ5OuysjJ27dpFcnIy+fn53HPPPTzwwAOMGDGCESNG8MADD2C1Wrn11lsBSEhI4I477uBHP/oRKSkpJCcn8+Mf/5gJEyZw0UUXATBmzBguvfRS7rrrLp588kkAvv71r3PFFVcwatSoE/G4hRBCCCGEEEIIIcTnRNd5JwDhUBC/x4PJaj1NeySEEOJMN+DgybZt21iwYEHk6x/+8IcAfPnLX+a5557jpz/9KR6Ph29/+9vYbDZmzpzJ8uXLiYuLi/zO3//+d/R6PTfeeCMej4cLL7yQ5557Dp1OF9nmxRdf5Pvf/z4LFy4E4KqrruKRRx4Z9AMVQgghhBBCCCGEEJ9P/o55J5b4BAIeD8GAH6/TIcETIYQQvdIon9EaRYfDQUJCAna7XeafCCGEEEIIIYQQQnyO1Rzczyu/+SmJmVkE/X6crS3c9sDfyRw+4nTvmhBCiFNoIHGDEzrzRAghhBBCCCGEEEKIM43Po1aemKwxWOLUxTJPu+N07tJZq6G0hCe/+SUOrl9zundFCCFOKgmeCCHEcXK12Sjfs/N074YQQgghhBBCiF50zjwxWa1YOlrLeyV4Migrn3kMp62VJf/8y+neFSGEOKkkeCKEEMfp/X/8iTf/8CuK1qw63bsihBBCCCGEEKIH/o7gicFsxRzbUXnibD+du3TWCgdDkX/7OmbJCCHEZ5EET4QQ4jhV798HwOa3Xz3NeyKEEEIIIYQQoicBnxcAo9ncpW2XBE8GIxjwR/5dd+jgadwTIYQ4uSR4IoQQx8HVZov8297YiBIOn8a9EUIIIYQQQgjRk87gicFkjrTtkpknAxcOh7A31EW+drQ0nca9EUKIk0uCJ0IIcRyaqyoi/w6Hgrgd9tO4N0IIIYQQQgghehLw+QAwmE2Rtl0y82TgnK2thILByNftLc2ncW+EEOLkkuCJEEIcB1ttTbevHU2Np2lPhBBCCCGEEEL0JuD1AEdVnsjMkwHzHvWcSfBECPFZJsETIYQ4Di57W7ev7U0Np2dHhBBCCCGEEEL0KuDtrDyxdJl5IpUnA+V1Ort9LcETIcRnmQRPhBDiOHiOatMllSdCCCGEEEIIceb5dOaJCXNH5YlXBsYPmM/dPXjilOCJEOIzTIInQghxHDqDJ6aYGAAcUnkihBBCCCGEEGecbgPjO2aeeJxSeTJQXpcaPEnMzAKgvbXldO6OEEKcVBI8EUKI49A5ID5z+EhAKk+EEEIIIYQQ4kwUCZ6YzVji1eBJ0Ocj4Pedzt066/g62nYlZ+cC6iyZzudWCCE+ayR4IoQQx6EzeJI+dDgATsm6EUIIIYQQQogzTsD7aeWJ0WJFq9MB0rproHxuFwDxaeno9HoAPA6p4BFCfDZJ8EQIIY5DZ9uujI7giQzLE0IIIYQQQogzTyR4Yjaj0Wgwx6pzT2Ro/MB0tu0yx8RiTUgCwG1vO417JIQQJ48ET4QQYpDC4RAep5qllD5kGKCeSHaelAshhBBCCCGEODMEfGp7LoPJDIAlTm3d5XVK5clA+Fxq5YkpJhZrQgLwaUcGIYT4rJHgiRBCDJKztQUUBa1OR0J6JkaLBZCBeUIIIYQQQghxpuk6MB7oUnkiwZOB6Kw8McXEYI3vCJ5I5YkQ4jNKgidCCDFIDUdKAEjNG4JWpyM2ORUAZ6u07hJCCCGEEEKIM0nA6wHAYDYBYImTtl2D0b1tVyIglSdCiM8uCZ4IcYIE/X4q9u6isbyUUDB4undHnAL1Rw4BkDG8EIC4FDV4InNPhBBCnA0Cfh/hUAglHI78W3w+KIqC3+PG0dxEfckh/B736d4lIYQ4qcKhUOQ6/Zi2XRI8GRCPXQ2UWOMTsUjliRDiM05/undAiLOZz+3G53axe/kS9q/9SG3jBCRl53Lz/X+MZGGIz5721mZ2r/wQgMxhIwCITU5RfybBEyGEEGcYW30tOz54F7/bjcFsxtXWxpFtm1GUcGQbg9nCRXd8i7HnXXAa91ScLNuXvMvBDWtQwmEaSku6/Sw2KZlbH3iIuI4qWiGE+KzxuV2RfxvMartlc0fwxCMzTwbE1WYDICYxiZhEdWC8tK4WQnxWSfBEiEHauXQxq5/7NyhK5Ht6g5FgwI+ttpqP//sMl333R6dxD8XJdGDtx/hcLuJS0xg1Zx7waeWJtO0SYvCUcBhbfR0+l5OYxCTi09Lxupx4HHYscQk0VZSSmJkdeb8JIfp3eMsGlj72d/weT5/bBbwelj7+MBnDRpCSm3eK9k6cCn6PmzX/ewYlHO7x505bK9uXvMv82+84xXsmxKmjKAqNZUcIBgKYLBaSc/LQ6nSne7fEKeKytQLqnBO9wQCAJVbadg2U3+uJzI6xJiaSmJkNQFt97encrQhFUdBoNKd7N856Qb8fp62V1toq6ksOY41PwGA2M3TyNEkSFp87EjwRYoAOrl/D6uf+jadLT8+MYSMYOWsukxdeRkt1FS/98kcUb/iEebd8WRb4PqMay44AMOniyzBZYwBp2yXE8fI423njd7+ksfxI5HtGi5WA19stOz4mMYmv/v2JyHtvoBxNjez7eAXNVRUEvF6sCYloNBqMVivNlRVoNHDB175FSs7na/FYURSaK8vxedzo9QZ8Hjc6gwGdXo81PoH4tAy5GD0LHVi/hg/++RcAsgpHkTZkKAAmawzDp80kOTcvsqD+wb/+SsWenWx7/y0u+ebdp22fxYl3cMMnkb/ztCuuJTYpmZxRY0ktGELVvj28/affsnfVMuZ84RaMFutp3tuBURQFn9uFyRojxyjRo4DXy1t/vJ/60sMEfb7I903WGIZMmsrFX/8eJuvAX/del5Om8lJaqqswxcRgq6ulct8u3HY7Qb8fo8VCwcQpzL3xtrPuffVZ5OwInnR2CwC16g6gvbnptOzT2agzCGUwWzCaLSR1CZ6crsBFwOelaM1qdi17H3tDPaaYGCxx8Xic7QS8XkbPPY8LvvoNdHrDcd1P0O/n0KZ1AOxdvZyEjEziklOoKT6Ay9aKwWxh1vU3Uzh95ol4WKeMEg6z6a1XaWuow+/x0FJdSVt9Xbfrr0554yZy468fOA17KcTpI8ETIQbA0dTIh48+pPYE12iYdvk1TL30SuLT0iPbZI0YRe6Y8VQf2MfqZ5/k6h/fdxr3WJwsjeWlAGQMGRb5XmerCylZFmLgAj4vix96sFvgBDimD79Wp8fVZmP7kneYc8NtA74fv9fDy7/+SaTNYm/WvfzC5+r43VB2hCX/+DO2upo+txs3/yIu/dY9p2anxHELeL2seeFpACZdvIgLvvrNPrOs59xwKxV7dnJg7UfMven2yKLS2S4cCuFoaiQ+LR2NVotGo8HrdNJSXUlcahrxqWmnexdPKqetlfWv/g+A87/4NaZfeV23nw+dPI2k7FxstdXsXPo+M6+98XTsZr8czY2sfel5HE2N6I0GtHoDzpZm2hrrCfp8jF9wMQu/8X0JoIhjrH3leaoP7Ov2PY1Wi8/tonjjWjKGj2DGUe+L/uz48D0++d9/+p112VJdSWtNFdf/4v8GvN9CXdQNh8Po9Me/dBUJnnT5bEvOzQfUv9PZTgmHqT10EHtjPWW7tpM5fCRJ2dkkZmRjjU9Ao9VgtFiP+xj5acuuRAAS0jNAo8Hv8eBx2E95VULA7+OlX/6Y5sryyPeCbf7IfgLsWbmUpKwcpl9x7aDvp/bQQVb8+180V1VEvnf0cQVgycN/4htPvoA5JnbQ93WqbX77NTa8/uIx39fp9cSnZRCTlITbbqe1poqqoj1UHywid/S407CnQpweEjwRYgD2fbyCcChExrBCbvjVH3rNel7wla/z4i9+QMnWjRzevIERM+ec4j09ewS8Xj589CE8ToeauZKdS3rBUBIzswj6/TSWlxKXkkZ8WhoajZbEjCzMsaf3RMTndmHrKEtOHzo88v1YqTwRYtC2vPM6VUV7MJgt3PzbP5FWMLSjXZcDo8WCJS6OUDBIyZaNfPjoQ5Rs2Tio4MnW997E2dqCwWxh7Lz5xCQm43M70Wh1aLVaAn4fOz9cTMm2TbTV15GYmXUSHu2nvC4nVUV7qDm4H4PJxOi580nMzDohiwTRaquv443f3YfX5URnMGCyxhAOh9EbjWg0GpRwWF1wUBSKPl7JmHPnUzBh8inbPzF4B9avwdVmIyE9gwVf+Xq/7WmyR44he9RYaov3s+mtV7nojm+doj09OcKhEAfWfcz6V/9He0sTJmsMAZ8XvdHYrYXZzGtv5Nybv3Qa9/TkWvHvf+G2t5GSm8+URVce83ONVss5V3+BZY8/zIbXX2LY1BmkFQwd8P14nO3s+2gFGo2GoM9Ha201MUnJ5I+biM5gJCU3L9Ibf6C8Liev3n8vjqbGXrfZ99EKhk+bSeGMWYO6D/HZ1Fheyq6lSwCYdf3NTLvsGkwxMShKmO1L3uWT//2HvauXM/2Ka6NeVC7duZWPnvs3AHEpaSRl5+B1thOfmkbWiNGkFQylpbqS5qoKij5eSfnuHdjqakjKyjlpj/OzJhQMsumtV9mz8kO8TidpBUOwxCeg0WgYMnEKWr2BhLR0hkyeFvXfrbNiIqZr8CQ7BzQaPO0O3A471o7h52cTj7OdFf/+F6Xbt3QL5h1cv+aYbdOHDue6e+8f9LEYwNXWBhC5Db3RSHxqGo6mRlprq09p8ERRFFb/50maK8sxxcRwztU3qOeoGg2utlbsjQ3sWvo+rbXV7PtoBdMuv2ZQwSO3w87bf/ot3i6zcYwWK6PnnIdGqyU2OYWYxCRWP/ckQZ+PQxvXMfGiS0/gIz15gn4/2z94F1A7qow5dz4pefmk5hUQk5jU7fla/u9/sXfVMja9+QrX/+L/JFlBfG5I8ESIKIXDIfZ9vBKAaZdf02e7mPQhw5hx1fVsfvs1Vv3ncfInTBp0e5kTxe/1sHfVcgJeD/kTJhOTmKRmiZxmO5e9z+EtGz79xo6tfW4fl5rGLf/3l5PeDi0YCOC2t1G5dxcGs4XcMeMiJ4jlu3eCopCUndvt5DA+Va1A8rY78DjbIz10hRB9C3i97PhwMQCXfPP7pHdUdFli47q9j3R6A0OnTAeNhqbKchzNTQPKGG9vaWbb4rcBWPTtH/Qa2G6rq6Vs13a2Ln6Ti+/67mAfVp8CPi9v/+n/qCra0+37m956FQCdwUBKTj6p+QWYrDGk5Oaj0+tJHzqc1LyCE9qjfc3/nsHrcpJZOJLrfv7bHo9dboedDx99iPJd29n30QoJnpwl9qxcCqgtJqNtVTH3xtt4/Xf3sXvFBwyZNPWsaz3RSVEU3n/4T93OMTqHBXcGTrQ6PeFQkM1vv0bBxCnkjZ1wWvb1ZPK0OyjbtR2AK+7+aa+vg3HnX0jJ1o0c2baZFU8/yi2//TMarbbf2w8FAzRVlOP3eFj2xD9wNDUcs822xW8B6vN95Q/uHVRwY81//4OjqZGE9AzOueZGtFot4XCI+JQ0EjIy2br4LfauWkbJ1k0nJHjidTkp3bEVc2wsbfV1NJaVYo6LIzE9k/Shw6k7XIyihJl62VVotSd2Zob06z9xFEVh9bNPoChhRs6ex9wbvxj5mUajY+KFl7Lh9Rex1VZTU7w/qkzqgNfLqmceB2DyJVdwwVe/0ePfa+jkaQC422yU7drOxjdfYdF3fih/2yhteutVNr35cuTrhtKSyL/Ldm6L/HvujV9k1vU3R3WbTptadRyb9GnbLoPJTEJ6BvaGelqqK7GehZ8DSx99iNKOa2itTkd8ajoJGZn4XE4CPh9t9bWRoEpj2RFWPv0oV//4l4O+P1ebGoTqeh2cPmQ4jqZGag7uJ3fM+ME/mAEq3riWfR8tR6PRcvn3fqJeJ0SoSY5j5y3giW98iZbqSkq2bBxUYuvuFR/gdbYTl5rGDb/8PQkZmWg02mPez15nO5+8+Czbl7zD+AsuPuGfDyfDtvffVh9bShq3/uGvfe7zOVffQNHHK6nYs5N9H61gwgULT+GeCnH6nPHBk8cee4y//OUv1NXVMW7cOB5++GHmzZt3undLfA5V7t1Ne3MTppgYCs+Z3e/2s667mUOb1mGrq2XPyqXMuOr6U7CXx1IUhcUPPcjhrRsjw+3Xv/Y/0GjUYICiYI6NQ1EUrPEJXPz176kZOKeA3+uJXFDHp6Uz+ZIrqD9ymObKcvxeDxqNBnNMrJr13GbD2+6gvbmJN/7wKyZddClj5i3AEhd/QvfJ1WZj5dOPUbFnZ2QQXqeMYYWkFQyjtng/AMO6nZyByWolPi0DR1MDzZXln8lFGCFOhsqiPfg9buLT0hk5c26f21ri4skZNYaag/s5sO5jZl5zQ9T3s+6VFwj6feSMHtfncXz6lddTtms7e1YuJT4tg6mXXYXBaIr6fqKx4fWXIoGT+LR0MoePpHLvLrwuJwChQIDG8iPHtDED0BtNaHU6wsEgQ6dO58of/HzQizG2uhpKtm4CjYZLv/2DXoO+1vgE5nzhVsp3befI9i0EvF4MZvOg7lOcGg2lJTSUHkar0zPu/Auj/r388ZOYtPBydi9fwpJ//pmb7/8TGcMKT+Kenhw1xfsjgZMx8xYw75Yv47a3YYqJJRwKEfT7SM0vYNXTj7Nn1VI2vv4Sub/6Q1QBg7PJoU3rUMJh0oYMIzV/SK/baTQaLvzat6jct4e6QwfZu3p5n1mziqKwe8WHbH7rlUgrHABLfAJZhSMxxcSSmJFFTfF+PPY22lua8bqcrHrmMQomTsZgiv74UVN8gH0fLQdg0Xd+RM7oscdsM3rOeexdtYyyXdsIBYODrt5ztdl47bc/p7W2Oqrt9QYjky+5fED30VRRRltjPbbaGpy2FpwtLXhdTkIdiTvtLU2MPf9CLr7ru4M+tofDIXxuNz6XC2+7A0dLE3EpqcSlpGEwmXDb2z4XVRCtNdXUHNyPTq/n/C9+7Zifm6xWRs2aR9Galax6+jFu/M2DfV5bKIrCqv88jqOpkbjUNM679Sv9/o1mXnsT5bvVdoiJGVnMueHWfvfb7/XgttsJBfwYLdbP3QzNhtISNr+tJpNc8NVvMGTyNJqrKmhvbsLrdFK1fw8uWyu2ulq2vPcmUy+7KqqZMu0tavAkJql71UVa/lDsDfXUHCg6667f6g4XU7pjK1qdnmvv/Q25Y8ajN3QPkgf9fpRwmObqCl6670cc2b4FV5tt0NUn9kY1SB6f9mkiZsGEyZRs3UjF3l2nrPWjEg6z4TW11dSs6286KnDyKZM1hulXXsemN1/m4/8+w5Ap0wZ8Xn9403oA5txwW5/HzokXLWLLO6/TWlvNlrdfjzqwd7o4W1vY+MZLgNq6tb9gT2JGJnNuuI11r7zA6mefJDEz66x7zwgxGGd08OTVV1/lnnvu4bHHHmPu3Lk8+eSTLFq0iP3795Ofn3+6d098zuz9aAUAY86dH9WHrd5oZMbVX2D5E/9k57L3mXb5NT1mCgd8Xsp2bkNvMpE3buIJX6Cr2Lsrsnig0WjRaLUd7SrckdLlzn6grTVVvP+PP/HFB/9+zAen09bKlndeR6PVkpCWjqIoDJk0DXNsLJ52BzGJSQMOZOxc+j6edgdJWdl85W+P95lJrSgKrbXVvPCT79JaU8VHzz/F3o9WcOvv/zqgC/D+rHrmcUq2box8nZiZBQq0NdZ3LESpWU86vZ6x511wzO+nFQzB0dRAU0WZnEiIz7yA30dzZTl6o4mkrJxjLtai1ZkVPXTy9KgWLsfPv5iag/vZs3Ip0y6/Jqr7bSgtYf8nqwGYf/sdfS525I+fyPQrr2Pb4rdY9/LzFH28kmt++iuSs3OjfET978v2998BYMGX72LypVeg1eoIBgKgKPi9HnxuF41lpTRVlNJUWU7A68XnctFaV91t2O3hzRs4sPajHo9H0Ti44RMAhkyaSkpOXp/bZhaOJDEji7aGOvauXsbUy64e1H2KU6O4Y6Bp4TmzB9xCY8GX76KtvpaKPTt5+8//x62//9tZNxekc6FjzLwFXPbdHwH0uAA54+ovUPTJKqr272Xl04+x4CtfR280ntJ9PVmCfj8b33wFgHFRHCPiUlKZe+MX+fiFp/jkpWcpnDGrx9eOvbGe1c/9m9LtWwC1dUk4HCJ3zHgu+ebdPc7KCfr9PPvDb+JoamT/J6uZdPFlUT2GzsVqgPELLu4xcAKQM3os1oRE3PY2Dm/ZwOg550V1+0db8dSjkcCJNSGRgM+H0WwmY/gIUBTcDjst1VXEpaTSWlPFuldfYNjUGd3mH/Ym6Pez7Il/9NhK52h7Vy0ja8QoJiwYeFZvTfEBlvzzz/0OwL74ru+eNW1lBqty3y5AfX30dgw755obKN25leaqCt796+/5wn2/7/UYUL5rO0VrVqHRarnkG3dHlUSQM3osC75yF6uffZKNb7xEfFo64+df1OO2jqZG1r78fEeSglohp9FoyRg2HJ3BQExSSqRC4qof/SJS3fJZs/7V/6KEw4ycdS5TLlVbDXYOJVfdiqIoPPuDb2Krq6Hok9VMueSKPm9TURQajhwCIDW3+1rS0CnTKNm6kdKdW8/4xe6j7V7xAQBjzj2fIROn9LhN5+s5q3AUWSNGUXe4mD0rlzL7C7cM6j7bOtpXJ3VpbVswcTIANQeLjiswMxDVB/Zhq6vBaLH0O8vknKuuZ99Hy3E0NbDx9Zc477avRn0/lft201RZjlanY3g/1bgmq5Xzb7+DZU/8gw2vv0TBpClkFY6K+r5OtT2rlhEOhcgZPZbxCy6O6nfOufoLVB8sonzXdt568H5uuv+PZA4fcZL3VIjT64wOnjz00EPccccd3HnnnQA8/PDDLFu2jMcff5wHH3zwNO+dONOFw6ETVibZ3trMkY4F9fEDuIgZPfd8PnnxOdqbmyjZtumYjOqG0hKW/PMv3Qb06o0mknNyScnNx+/xYLRYGDp5GmPOnT/g/Q4FA6x98TkACmfM5sof3ht5Tmx1Ndgb6tGbTHjaHZF2C03lpVTu3c2QSVMjtxMOh3j7j7/tIQP66W77fem372HU7Ogqw7pWncy+/pZ+W9BoNBpScvK4/O6fsuWdN2goVStUdi59n3Ou/kJU99mfsl3bI4Gmy7//E4ZOmYHRYkGj0eC2t1G+ZyfNVRUEvB7Gz7840lqoq7SCoRzZtpnGsmOzxUXf3PY2mirK0en1GK1WFEXBEhsXWZBob22mumgv4XCYkbPmDipo1t7aTPmuHdQdPojX6cTndoJGS1xyKnEpKegMRhQljFarQwmH0Wi1xCQlE5+aTt7Y8VEt7IdDISr27OTQ5g20tzThdthRQiEyC0ehNxoJ+tWF79jkVELBAH6Ph4xhwxk2ZcaALzQURcHZ2kJj+RGaq9RBlwnpGbQ3N9FaW43X6SQhIxNLXDwmixWT1YqzzYbBaKLwnNmDHgbdWlvDhtdf5MjWTQQDfkC9uE/MzCIlN5+YxESCgQCTLl7U7wWDoiiU71LbLwydEt0iwKjZ81j3ygs4mhrY+u4bUV387V75IaAelzMLR/a7/Xm3fZXk7FzWv/Y/bHU1vHr/vdzwqz+QmlcQ1T72Ze3Lz6MoYUbPPb9bAKIzCKQ3GrHGJ5CUmc2o2ed2+92g34+9sQGtXsf+NavY9NarbFvyDmPmLRhUhvLhzeoxb9Ssc/vZUj0OT7/yOlY+/Sib3nqV0efOPyt7g0dLCYdBo+n2vCqKgt/jQavVYjCbCYdDhPyB467C8bQ7qCrag62+Dr/bhVZvQG8wEA6HCPh8hINBwqEQSVnZjF9wcVTHv84hpoNZXNPp1fZKL//qJ7RUV/LG73/JdT//LYkZmQO+rdMhFAxEAoMj+3ltJ2ZksvAb3+fDRx9iz6qlVO7bzQVf/UavGaxnk/qSQ7hsrVgTEpm0MLrqiCmXXsH+T1bTWH6EFU89whX3/Kxbqy+3vY2Xfvlj3PY2dHo98279CpMWXt5vEFtvNDLtsqv56Pmn2PLuG4w9/8KoEoaaqypoKi9FbzQx79av9LqdTm9g4kWL2PTmy6x96XmGTp424Ja5zZXlHNm2CYAv/PL35I+fFPnZ0cfXcCjE/37xA5rKS3n6e3dSMGkK8790Z69BaEVRjgmcpOYVEJeSSmxyCpnDR2KOU1tVHt66kZ0fLmbLO68z7rwLB9Smcc/Kpaz6zxOEQ2qLHq1Oj8FkIiE9E0dTAz6PWz22AR89/xSj554XVcb+2api7y4A8sdP7nWb5OwcbvrNg7z8q59Qc3A/Sx9/mMu/9+NjzvkURYkMVJ666MrIYnE0plx6JW6Hg01vvswnLz7LiHNmH/P6dDvsvPyrH3er5NIZDIQCAeqPHD7mNpc98Q/u+OdTJzzx7nRrq6+jbPcOAM69pfdZVBqNhimLrmT1f55gyzuvM3beBZisvb+WHU2NOG2taHW6Y84Dh02ZAahVHC01Vf0mk5wpgoGAWj0MjI+yfdLUy65myT/+zI4P3mXChZcM6lrAVl8HQGKXgFZSVg5ZhaOoKylmz6qlzL5+cIGZgehsqT5q9rx+j2MGs5kLvvZN3vvrH9i6+C2GTJpG/viJUd3PxjfU9nGTLr4sqrbc4xdcTMXeXRxcv4alj/6dL/7pH2fs+7Sk4zNvwgWXRP07Gq2Wq370C9776x8o372DD/71F27/87/6fIzhcIhQMHjGPg9C9OeMDZ74/X62b9/Ovffe2+37CxcuZMOGDcds7/P58HXJxHQ4HCd9H89GzZXlHNmxFW1H9YHP5SIUCmIwmfG6nCjhMOFQCFttNQaTGYPZgkarLhxodTpikpIJ+v1YYuNw2loxWWMiv3c0o8VKwOshFArhttvQaLSEggECXi9elxNLXDzW+ASM1hg0GkhIy8ASn0BrTRWhYIBgIEjQ5yXg9aIzGjHHxIJGLY9va6jD0dSERqtBp9er/xmMaHV6QsEALVWVtLc2k5KThzU+AW3HNlqdHq1ejxIO0VpTjcFkwtTRFirg8+L3ePB53AS9XoLBAOFgiJjEJDwOO6FgkJzR48joMiC8PwajiUkXLWLz26+y8fWXKJw+K3IB5HU6eeuP9+O2t3U8Ng1eZztBv4/GsiPdFt8PrP0InV7PiJlzB7Q4tuzxf9BYfgRzbBwX3fntbsGkpKycY0pO648cYteyJWxf8g4FE6dE7mvfRysigZO0gqFY4uIJBgLUFu9Ho9GiKGGCfh/vP/wnlj3xT+JT01jwla/32RO/Ys9OdbBiWgaj5kafHThy5lxGzpxL0ZpVLH3s72x++1VGzz3/uDNig34/q//zBADTLr+a0XPP7/Zza0IiY+ct6Pd2ckaOAaB8z87I4vvZSFEUmirKKNm6CbfdhhJWMFqtJGZkotXraW9uxtPuIBTwY46L7whyZFA4Y9aAW2X4PW42v/0a25e8023IYSe90YTeaOw2oG/7+29z42/+iDk2Nur7WPnM4xxY+9GA9q2r9KHDmXjhpYydt6DHhVJHcxO7li9h/yerI1VdXTVXVfR7HxnDRjBs6gyGTzuH9KHDe32/K+EwR3ZsZc0LT9PWUDfwBwOsevYJMocVkpCeScawQiYvvLzfBWBXm42Nb77CnpUfRo771oREQoEAPrcLW11Nt2Bw8Ya1fPWhx/vMyG2rr1WDATo9eeOiu4gxmM2c98Wv8eEjf2PDGy+pC4MXL+rzd2oOFAEwOsrjjUajYcIFCxk+fSZv/O4+mirLefEXP2TmtTcy5tz5xCQlo4RC6IyGAQXqHc2NVOzZiUajZe5Nt0f9e530RnXoMqgXwFsXv0VTeSm1hw6SM2rMgG7L1WajqaIMgGHTzonqd8YvuJidSxfTUl3JK7/+KRfe8a0zYv6JoigEA36CPp8aeI2LH3AwKej3U7RmJdUHimgoLYlkMxqtMZHgRcDrUY9TGg1arU5doNRoGDtvAVMuuUI9h/D7KJg4NaqKKGdrCxtef5GiNasIh0JR7eeBtR9z7c/v7/MCPuD30XBErZQcbO9xkzWG6+69n1d+8zNsdTW8dN8PmXfrVxhz7vyTVpkRDARoLDuCs1X9jDGYLVgTEskZOQad0dBjf/GelGzdjNveRkxSclTBo7HzFmCyWln51KO0NdTx1h/vZ9jUGUxaeNlJqQo+mhIO01heSsXeXThtLXjb2wn6/R3B+zTiUlIxxcTiarPR3tJEwOtl5My5/QaCaw4dACB39LioKwO1Oh0X3/UdXvrVjynZuok3H/gNV9zzs0ig9JMXn8NtbyMxM4urfviLAQ2Wn3DhJWx7/x0cTY2sfOpRLv32D/r9e5Z3LKLmjR3fb7B2+hXXsP+T1TiaGljx70e4/O6fDug4sO9jtcp8xDlz+j2uaXU6Lv/eT1j+5D+pPXSA8l3bea3sCF/848PEJR9b4VRzsIiD69eg0Wq57t77SSsY2mvCRMbwERxct4a2+jo2vvkys79wS1SfM3Ulxax46hEARs6ex8KvfxeD2dztdwM+9Trstd/+nLb6Okq2bY7q/PZMp4TDeN0uTFZr5PG6HfbI62fY1Bl9/n5Kbj5X/egXvPnAbyje8Ak+l5N5t36lW6JU6Y6t1B85jN5kYsZVA0/cmnXdTRzauJbW2mrWv/Y/LvjKN7r9fO1Lz+G0tZKYmcWFd3yb/HET0Wi12BvqaaoqJxwM0d7ciEarY92rL+CytXJ40/pBV56eboqiEAoECPr9BP0+NFotbfV1antpRWHI5GlHVZsca8KChWxb/BaOpkYW//1Brv7xfb0mF9R2HA/Thw4/ZpvY5BSGT5/JkW2b2fz2a5FqxTNd6Y4t+NwuYpKSI9eg/Rk5ay5b3hlKU0UZHz7yN75w3+8GdL0aDoWwN9QDR1cDqcH3ukeK2fLOG4yYMbvPVpHHy+d2c2izWmEabcXEiBmzmXDBQvauXs6Hj/6N2//0z34/V1xtNqoPqtcQ06/su7qlqwu++g2qivbQWlvNmhee4cI7vnXGzTvyONsj1wEFvVQt9cZgNHH53T/l+R9/B1tdLetfeYH5X7rrmO2aKsv56Ll/01h2BL/HQ87osYyeex7jzr/oM1Ple6qFgkF8LieW+IQeX1OhYAC33Y6ztQWdwYDbYUer1ZGalz/gSnTxqTM2eNLc3EwoFCIjo/tA64yMDOrr64/Z/sEHH+S3v/3tqdq9s1ZjeSnrXn7+dO/GKdNSXUnLcd5Ge4ta8m60WFnw5WM/EPoz7Ypr2L18Cc1VFSx7/GEmXrSI7JGjWffKC7jtbSRn53LL7/6KyWrF53bjcTqoLzlEe0szeqOJA+s+or7kEIv//kfQaEgvGMZVP/pFv8Pe60qKObDu447haT+OKqN9yqVXsnfVMsp372DTW68w67qb8bldrHvlv4DaxqNrlnRncEAJh/ngkb9xcP0aAl6PmqX6h18xes55TF10FVkjjs0873oxM5gKoTHz5rN75YfUHTrIe3/7A9f85FfEJqf0/4u9OLx5PW0NdcQkJTP7C7cN+nZyx03EYDLjsrXSUFoSVYb7QIRDIVxtNmKTUwZ0Aub3eji8eQOhQIBRc87rNTNLURSqivbw8fNP0VRZPuD9S8rKZtQcNZg1bGrflRShYJCD69ew9uXnI8GGxIwsNFotfo+bcDgcCSgG/T40Gi2pefm0NdTTVFnOU9/9KhnDRpCaX0Bq3hBik5MxWdVgSufvtNZUU3voAJX71JkaoJas50+YRGxyKqYYdVG0vbkJp62VcCiIRqONVId43S48DjtNleWRAYsfPf9vzDGxajBWp8VgMhP0+2lvbSYUCABgjotnzNzzyRhWqAYXgkHqS9RWAQaTiXA4hLOlBb1JnV1RvX8v9UcO01Cq/rfxjZdIysohISMTZ0szppgYQsEg1oREfC4XTRVlkcej0WpJyckjrWAoiqJE+nAnZ+diiYuLVKD4vR4CXi8xiUk4mhqpPXSA+iOHqT9ymOKNa9nx4XvqhbpOh9/txmBWH5ejuRGtVkcoGKC5sjwS4Bo2dQZzbriN9I6AssvWSkt1FS01lbTV11G8cS1uexur/vM41/z0172+Xst2qceC3DFjMZotUb/Wxs5bQH3JIXYuXczKpx/FbW9j1vU393g/boc90oYlO8qLy07W+ARu+PUDvP/wn6jct5v1r/6X9a/+N/LzhPQMbv3DQ1FXYHRmwWaNGHXcWfyWuHjGnLuAfR8tZ+1Lz3Hjbx4Y0PG0av9eQA2KR7v/Or2ey+/+KW8+8GtsdTW89eBvWPiN7/c7U8PjbMfZ2kJydu6AA6ydVWfNVRUd1X9etHq9OvclFMLR3KQG7TrmegFkjxrLFff8tMdFzJ601FSx+KEHaamu7PZ9v8cTGS7ejaJEMrtRFPZ/sjrSFg4gOTuXhd+8u9eAVsDn5dCm9Xz8wtORwHBKbj6Zw0d0zOQIEvT70Wp16E0mdHo94XCYfR8tp66kmBd/fg9X/ei+HisgASr37iIcChKbktrv+UJf4tPSufX3f+XtP/8fjWVHWP7kP1n3ygsMmTQVc0wslvgECiZOJq1g2KDb9oFaIbH1/bcp3bY5Us3Wld5oIhQMoNFosCYkMu+WL/e5YFi2Ux2cO+bc+VG/3oZPm0ne2AlseONldn74HqU7tlK6Yyt6o4mCiZPJHDaCtCFDiUlMxhqfgCUh4biDKqFggD2rlrHl3TdwtjQP6He3vf821//i//pc5K87fBCArJGjB3TbmYUjueanv+L9h/9MVdEeHv/6F0nKzMYcF0fd4WJAnT0ykMAJqIOZF379u7z1p9+y/5PVWBMSe5xD0VXlvt0A3Sqie2OyxnD593/MK7/5GcUb12JNTGTBl+6KamFQURSObFPbkEVb7Z2Sm8ctv/sLrbXVLP77H2muLOeDf/2V6+69/5jF2c72lKPnnNfvYzGaLZx7y5dZ8e9/senNVyhas4rZ19/CuPP7rkLZ1NGibfTc87nsez/u8fPQYDJjMJkZc+58Nr7xMkUfrzjhwZNQMMChzRuoP1yMzmhEo9EQCgYJh4KEg0FCwRDhkDqXJuDzYY6NRQkraHU6RsycQ86osT0+znAohFanw9HUSOW+3dQfOYyjuRFHUyNtDXWEAgH0JhMxiUmRZLtQIEBKbn5Ui7j54yex8BvfY+ljf6d89w4q9u4if/wkpl9xLTmjxkaqTqZccsWgWhLp9Hrmf/ku3nrwN+z8cDE6vYFzb74dnd5AW30dRWtWAXDpt3/Y7bMjMTNLbSPcRcDrYf1r/2PHh4sHXXl6qinhMLWHDlK8cW1kUbmvpIHJUVTL6Y1Grrj7Z7z2f7+gYs9O3nzg11zz01+riYlHaehITMwc3vO12axrb+LI9i0cWPsRaQVDmXTRpWoi6Wl8btXz+gaaKsrxe9xYE5OITUomJikZvcEQec+Pn39R1AEQrVbH5d//Kf/7xT1U7tvNxjdfiWoOTydbXS3hUBC9wUhsSvdr79HnzmffmlVU7t3F/37xA5KycvB73AydPI35X/76cZ0nHK1y3y6CPh9JWdlkjYj+M27+l+/qaPdVyyu//gk33f+nPt/PR7ZvAUUhs3Ak8an9t2fsZImL55Jv3s1bf7yf3Ss+IBwKcsHXvnVCn4Og309TRRnmuDi8zna0OvV8R280kpyd2+9rt3r/XlAUkrNzB1WBZI6J5aI7v8M7f/4/ti95F1t9HQu+dFfkeBUKBnnnz7/D0dTw6X0e2Ef1gX2sfPoxYlNSiUtJJTEji3AwSGttNZa4OPLHT1bbMp9lwRW/xw0aDXqj8ZjrMSUcpqmynJaqCgwWK+aYGBxNjbjsbZGWoB6HHWtiEhqNBkdTIxqNBqPFiqKEcTQ1otXp8DqdHdf27eiNJhLSM7DGJ6A3mXA0Naq30+7odk3UKTYllW889typeTI+gzSK0sOzegaora0lJyeHDRs2MHv2p0Nd//CHP/Df//6XgwcPdtu+p8qTvLw87HY78fEndqD02axz4GI4GCTg82GKiUFnMBLwqu2h9EYT4VCI5Oxcgn4/oWAgkl0c8Plw2lrQ6nR4HHZik1MJ+n1Y4uKPuTBVFPA62zFareh0OiwdizJ6gxGdwYA5Nhav04nbYcfncqGEQ9ibGnHZWklIz8SakIDOYOg4wTfh93oJ+ryRdhkJ6RkdB2UN4WCQYMBPKBAgFAyi0WpJzs4hNjkVW201Po+740RdPWkPBUMo4RBJWTnq7/nVi3SD2YKxo62N3mhCZzCg1WlxtrYQCgRIGzKsxxOxaBxcv4Yl//xL5GuTNQaf2wXADb96oM+S0VAwyLt//T1lO7dFvpecncttD/69z4XG9/72AIe3bGDc+Rdy6bd/EPW+7vhwMR899ySgLuTo9AYay4+QnJ3Ll/7ySK+LEIqi0NZQR9DnY+ey99m7alnkZym5+cQkJROXnEreuAkYLRaWPfEPfC4X1/z01wyPMuP5aG31dbx43w/xOtsxx8QyYuYchk6ZTv74Scdk2vVn2RP/ZN9Hy5l+5XX9Xsj35/2H/0TxxrVMuvgyLrrz21H/ns/tpqa4iPbmZqqK9uBqs6kZWcEAIb8fr8uJp92BEg6TVTiq38zjTpX7drP4oQcjg6hN1hgmXbyIlLwC/B4PBpMJp60VS1wc+z5aEVkY0en1DJt6Dqn5BWi0WrxOJ7a6GgJeL0nZOVhi49CbTOp72d5G2a5t+FyuyP3qTSZ1IdAaQ2N5KT6Xi3AohDk2FnNsHK42Gx6HHVCDJvO/fCfDpp7T7UTP7/XgbG3F53KSlJ2DOSaWpooy3vvbAwOuuIhNTuGKe+4dcHY+qFlHB9Z+xO4VH/Z5v9kjxzD9imsZNm1GtzYn0d5H6c6tlG7fQvmuHT0uIHalN5qYcukVzLr+5gEFHTrZGxtoKCvB3lDPruVLcDQ1RvV7mYUjOe+2r/Y700et1PgBoUCACRdeckz1W6e3/ng/ZTu3cd5tX2XGVdcP6DEoisKG1/7HprfUoaKj557Pgi/fhc5gwGi2RC4kD6z7mA/+9VdS8wr48l8fHdB9dL2v/Z+sZu/qZdQUH+h2Utp1pkJ/Oo8Ps66/mbk3fnFQ+9KVo6mRZ3/4LYJ+H5nDR3DlD38e9cXdin8/wp5VS5l2+dU9Zov1RR38/HikBc3QydMYc94F5I4eR0xSUre/tafdwXM/+jZuexuW+ASGTZnB/C/f2ednqhIOU7pzKzs+eJfKor09XgT0x5qQyNDJ08mfMInRc8/rtk+hYAB7YwNep5Pa4v1seONlAl4P1oREJi+8nKzCkaTmD4kMcdbqdJH2N5b4eAJeb2QodVtDPZvefJm6w8VoOxYDA14PGo2W3LHjiU1OwdnagqOpAb3RhDk2lsayUgI+LwAZwwpZ8JVvRHVsaqos592//K6jWktH1ojRpOTkYW9qQKPRYDCbiU9Np2r/XhrLjjDl0iu54Kvf6Pd2+xMMBNi1dDE7li7ucY6CwWwhNb9ArWAOhggFA5hjY8kZNZapl13d68KEz+1m+5K32fTWq5HzTUt8AklZOVji4gn4vLRWV3ZrYwNqK6Jb//C3XquBn/ru13A0NXL9z3/LkEG0LWutrWbHB+9yZMfWPoMaBpMZo8VCKBQic/gIJl50KcOnnYMGDb7IbDkNtvpa/G6X+poxGHC32QiFQuxdvSySwWswWyiYMInknDwssXHojEacrS20tzTjaGrE73ZhTUwiLiWNlqoK6kqKiU1KZv6X72LkzLnHLJyFQyEeu/NWfG4Xt/7hb4Pqud5UWc4H//zLMZWTEy+6lIvv+u6Ab6/Tvo9XsuzxhwG48Gvf6nXguhIO8+idt+Bzufjigw+TMawwqtvvrE4GSM0fQkpOnrpAryhYExIjM/r0RhOpeQUk5+TSWlPNy7/6MTq9nm8/8/KAP1dbaqp48Rc/JOD1EJ+WzoyrvkDhjFmRBakX7/sh9SWHuORb9/Q676LbY1cUtr73JlveeT1yzZCaV8Ci7/6ox6BpMBDg0TtuJujz8aU//6vfwJajuZGnv3snihIe0HPbnyPbt7DqmccjyWeDEZuSyqSLFuFx2LE3NeBoUgMkPrcLo8UaSR6JRkJ6Bgu+8o0BXWtU7tvNzqWLI+2QujKYzNz5yDPH1bJyw+svRtoApeTmM+GChVTs2UnZru0MmTyN63/ef0Koq83G09+/k6DPx9U//iWFM2YNen/8Xg+V+/bQcOQQMUkpGEwmPA47Ab8Pt72NlqpK3A47Go0Gr9vF2HkLmHPDrVGd5yqKQmPZEQ5u+ITiDWt7fV10djIwWWNIys4hd8x4zrv1K1EHBGoO7uftP/0Wn9tF2pBhXP79nxzTeuv13/2Cyn17WPiN7zOhlxZXa/73n0hbaVA/j3JGjSE+LYO4joVetdVeKrFJyd2CfKFgEFtdDUGfT+1o4fUQDobIGzcx6kr5TsFAgP2frGLb4re7VXT3xGixcsc/nxrwazJynNRouOoHP2fEzDlR/d7OZe+z+j9PkD9+Ijf86oFjfu522Hn7T7+NJI11mnHV9QOaM9Kfda+8wOa3X2P8goVc8s3vD+h3W2urefOBX+NoaiQhI5PZ19/CsKkzepzfuvSxv1O0ZhWzrrtpUBXj25e8y8cvPAWoiWdX/OBeDEYT9sYG2luayB45JurWjMFAgL2rl1G+azu1xQfwud0oyrEdYABGzTmPRd/5YZ8JJKuffZKdSxcPeM3iaJvffo11r/4XFAW90UT2yNGk5OWrreu3bsIcF8/VP76PmIREDm/ZyOa3X+v3OB6TmETeuInEJqeQNWIU+eMnDXotbqACPi+OpiacrS0YrRZaqippa6jHaLHQWluN3mAEFLxOJ16XE41Wi6OxIZKoB+q6p95kQm8yqV1+nO2RdY9TQaPVYo1PiFTjhwIBknNyufZnvzll+3A2cDgcJCQkRBU3OGODJ36/H6vVyuuvv861135aHnf33Xeza9cu1qzpe9DeQJ4EIU6FI9s3s3f1CqqKPs2Aj/YkQlEUnLYW3HY77/z5/3C2tjBqznlc/v2f9JhR0FJTxXM/+jYoCl/522OkHDUUrz87l73PJ/97NpJ9r9Fouf6+vrMbj9ZQWsLOpYs5uH5Nj62YANLyh/DFP/5jQL2cj9ZSU8WHj/wtMsi9K73ByJTLruK8Pnpkd3rm7rtoq6/j2p/9pt/S/v5U7tvN67+7D73JxO1//CfJ2Tl9bt9SXcW+j1ewZ+WHPWc49yJ96HDm3HAbQ6dMiywKhkMhNBpN5GKjvaWZ5370LTXomJGJVqfH1uWDvSc6g4HxCxYy96YvRhWc6eRzuzm0aR3VB/bRUFpyTAZ3TyzxCUy/4lqmXnb1gDJxQsEgTRVlNFeW01xVTlNlBZ52Bz6XE61Wh85gULMx0tLJGD6CvLETSB86fMAZ70dTFAV7YwP+jp7hoWAQn9uFTq8GhdMKhp6QDDW/x035np14HA7iUlIJ+HxotVo87Q6MFgspufkk5+Qd9+PpFPD7qNi9M/I3M1qt+D0edDodCZlZkYXr1PwhanVQlI9x/9qPWPro31GUMKPmnKcGchWFqv1qFYGn3cHWd98A4Et/eYS0QZb371z2PquffbLbArtWpyMuNY1hU2ZwePN6nLZWZl57I+fe3Hv/7GiFgkECPi9N5aW89n+/QKPR8tWHn+i3vUTA7+Pxu75IwOvhlt/9ZcBVML05tGkdHzzyN0KBAHEpaVz9k19G1WLyP/d8HVtd7aCD2Eo4zIY3XmLLO298WoUBmGPjGDFzDrljxjNy5lxWPPVIt6oMUCtDbvz1A4TDIeoPF1NTfEBtYxkbR9Dv4/DmDd0ClZmFI8kYWkhqXgGW+Hg1IaKjfVZsYhIp+QWYLGryg6OpkTcf/DVt9Z/+fkxiEtmjxmCrq8XVZsPnch6T8Zo7djxX3P2z4x5y6nU6Wf3ck/22CYxPy2DCgouZcfX1Awq2epztLH30IUp3bO1321t+91eyB1h10JdQMMjhzeuxdyzmN1dXUnvoIN723tvlmqwxjF9wEUpYoa2xXm3J6vfjczpx2W2RoHvhjNnMuu6mY1oWhsMhWqoq1YtQg5FV/3mCI9s2kZCewTU//fUxc4haqqt47kffQqvT8Z3/vDKo4HKnzhaWR7ZvprWmmtaaatztdjz2tl7PbQYqJjGJWdffwvgFF0f9Oehzu/nfz++OvMZT8wooPGcOWq2WgM+Ls7WFmuL9OJoaMcfG8a2n/ndccwDbW5vZ/8lHaHU6CmfM6vdYF43N77zOupefR6vTccMv/0Du2GPby3X+LfVGE9999tUBfeYVrVnFR8/9OxJ4iNZAk466qj6wjw/+9bfIArFWpyN71BjSCoay88PFaDRa7nrsP1FXxIH6ubF7+Qdsfud1vO0OtDo9UxZdSUpOHnljJ0QyfCv37eH13/0Ca0Ii33zyv1F9Ti/55184uH4NlvgEJl54KbOuu6nfTN/OxfD49IzIOaISDtNQdoQt77wemR0Yk5jEyNnnotFoI8+FrqNiUKc3oNFqCQeD6uzFjgUlZ2sLpTu3dWvT2hONVktm4UhyR48jMTOL+NR0EjOziU1OwdHUoFab1lSTMXR4ny1Q+1NTfIDdKz7g4Lo1kQXKRd/54Qlpk3V4ywaW//uRY46dAzlmr335eba88zqpeQV88Y8PDzhpJ+D3seWd19n23lv9JuwcLbNwpNp2p+OYpbZ91dBaU4XP7aT+SAnNVeUoYaXbIqnRYqFwxmwKZ8wiY2ghppgYNUtbp0dRwmjQDLrlcWN5KW8+8Gvc9jY0Gi1jz7+AEefMJn/CZLRaHU98/Yt4Xc4+g4WKorBn5YdsefeNfpOKNBotlvh4wh1BcZ/HTbBLMm8nncFAfGoaGcNGUDhjVkeL4+5/K0VR8LlcNJYfoapoD3s/WhGpytfp9STn5mPpSDxz2VojCXGW+ASuuPtnUc/uONrKpx9TB85rNMy54VZmXXtTv8//mw/+hvJd2zn35i8x89obe9xGURRaa6poa6invqQ4kuSUmJmFoiikDxlGXHJqJMnA7/Gg0+vVOZGKwkV3frvfJK3O/bjwjm8zeeFlA37stvpa3vj9L7v9nRPSM8gsHMW48y9kyMQpaLTayBrBdffeP+hZaGW7tvPe3x4g6PdhssYQk5gUWWgfNXtevy0mFUXh8JYNrHvlv8dcx3fORepsxxQOhSLHUK1OR964iVx813dISD+22v35H3+H5qoKrrjn3mNmLA5US3UVq599nMp9e4752dF/o2AggNfZTmP5EZytrbjtbRjN6sgAZ2sL25e8c8xntzkunnm3fImx8y7o8XPK53az7pXnsdXVYomLRwmHI2sfAa+boD8AKHja2wkFgwT9PjUBxmwm4PPhaG6kvaW52/N3ohlMZjKGF+J3e/B5XCSkpROTmIxGq8VosRCblIKrzQaon6FqNw4PoBCblILf6yEhPZOYxEQyhhXitLVib6jH62zH7/USm5SMNSGRmKQkYjtut6sTORP6s+IzETwBmDlzJtOmTeOxxx6LfG/s2LFcffXV/Q6Ml+CJOFN5nU7Kd28nOSev13Ybfak5uJ9Xf3svSlhdjJx88WV4nA6Sc/LQGwyEgkE+fv4pynZtZ/j0mVzzk18Naj99bheHt2zE0dTI8GnnDDojzW1vo67kED63S53lUl5Kc1UFCekZXPqtewYc2OlJKBikYs9OKvbu4vCWDd2zYjUaNQOvj0XZtvo6nrlbbevwnWdeHvCA0aMpisLrv7uPqqI9mGJi1Conn4+4lFQyhhWSNXI0RrOF2kMHObxlQ7fMnISMTBIzssgaMZrUvHx0BiN6gwGdwYDJGoMlLh6XrZXXfncfAa8aaNGbTKTk5OP3emirr0VRFMwxsZhjY2lvbiIUDJJVOIob7/8jOp2Okm2b2L3iQwJeL+bYWLVXbmIy9sYGMgtHMvv6m4978bCzf3tjeSntLU3kjBpHbHJyx+wSJ16nE61OS/aosScsACDOTIc2r2fJP/5COBSMzEvqfO12Sh8ynC/+8eHjCjzVHjrA8if/1WfQ7kRm13bqvHhLzR/Czb/9U5/Hj/1rP+LDR/5GfFo6d/7rmRPaCsLe2MCbD/4GW201Gq2WmdfeSGJGFqFgEL/HTUJaBkOmTIu0GbI31vP09+5Eo9Hynf8c33GvtbaaPauWUbVvD40Vpd2CWJ2tHTUaLdf9/H68Licr/v0Ifo+b+LR03A57j4sNoGZTTrzoUqZcckWfc3N64nO7Kd64ltaaSoo+XhVZaOjKYLZgjo0lOTuXYVNnMHnh5ccVzD9aS3UVdSXFuO1txCanEJ+SplayBIMkpGeQMazwuF4DbQ31VO7dhaO5icRMNajpc7txNNVjtMQwZNKUExag60vn8d7e1PDpfDmdjvaWZnYte7/H5IaukrNzmX3DrYyaPS+q58PtsPPiL36Io6kBg8nMlEuvwN7UiMfRBoCztZXW2mqGTTuHa3/66xPxEI/RWQntdrThd6ttGg5tXMuelUu7vdY6B9gmZmZhiYtHq9MRCvixJiQRDoXIKhzJpIsv63feVE88zna2vvcmu5cv6TPxYvTc87n8+z8Z+IM8yRRF4f1//JlDG9ei1ek455obmHDBQowWK+H/b+/ew6Oq732PfyaTzGSSTIZMQjIJISFQBEoQJJSLCrW2RdiCIO4WCyeFrUcPHnHLsfQ8Vs+WdLcbLX3UXYs3tLJ1HxROu0WtslHckQBykaag3Ak3E8g9JJlJMrnNrPNHYJoYLiGEJEzer+fJQ7LWmpXfgvDNmvX9/b5fn08R0Y7AjN3kEemam/XMFX8Pr8etI9u3yu9rVk1Vpcznfi6bz5XYrK/xqLzg68BDyvAou+b9y7NXlRxqaqjXl59s0JGd29rNvB71/Ts09cFHOnXeOne1Nq36fdvVECaTomKcstmj1eitU3VpiUZ+9wea9j+XdOyc1VV6559+HkhUJ35rmL5//0OX/D356R9e1peffKQQs1nOpOSW2urnKgmcH9PYaTM1ed7CTpVcaW5q0l83vK8zhw/IkeCSMzFZ0fHxio6Ll80eLa/Hrei4/t3a5L7OXa2GupbV013ZSLy2qlL7P9ukA1uy5XVXa9Lfz9PY6TM7/Pr6mhr94R//u+pra3TDpMma9tCjF+338U3Hc3cpe/WqQDkdR4JLA4Z9W16PW36fTzZ7tCzhNlmjohQ7YKAiY5xqrKuV1+PW1nfebLPS/HJCLVYNzhiv4TdPVtqYcde0FE9VSbE2v/W6jv/lb/9P7LH9FW63q+zUCYVHRul/vPrvl01Ut8T4ukDZXk9FuTwV5ao5e/7PiguWHLPYImSNjAysSvR63IHVhefZoh1KHDpMTfX1am5qVGNdndzlZe3ujaNi4zTuzrs16vtT200CaG5sVG1VZaB8V2f5mpuU/car+uq/NkpqSR40NTS0JDPCQhU3cJCcSQPUz5Uka0SE8vd/paM7t8lkCtFPf/v7dpMXLmb7H9/Wjj+93eFxRfdP0E9X/P6iZab9fp9efjBT9R53p1dWSi3/h77ctEEHt2S3WTUgSfa4/kobndHyd2My6eHX37niFUSt5e//Shtffv6Cq3fHz/6Rbr33pzKZTDIMQ3XVVedWLrVMFtz9wbuB/rOR/WI09u9mKWXkjYp0OhUVEytfc3Obn4Pjubv00e9+G1jh3FKC9dk27+/r3NV6+YGWUuUPvbbmqlbTnWcYhgqPHFJVSZGK8g6r7OtTGjD825o8b+EV3e+eLTytvR9/pChnrKpLi5W/78vA7ylrZKQGjx2vqBinrJFRkmGosuiMzhw+2Ok+oBdisdkU2c/Z8h4q3qW4gamqra5SbPLAQD/o8Mioc6V2fYpw9FPSDcMVarGoqaGlfHhT/bk/G+oVYg5VwuAhV5zkxrUVNMmTdevWKTMzU6+88oomTZqkVatW6bXXXtOBAweUmnrpQE3yBMFsX/Yn+uTVFy59kMmkzGd+16kEzfXMMIyW5dKNDfr09ReVt2u70m4apzmPZ130NV+8/ydtffvfLrr8uDM8Z8u1/umsDvUNCTGHKmXUaN10xwyljcno0IyrmrMVyt3wvvZnf3LBh4KtRfaL0Y+XPS1nUnJHhw90qZN7c7XxpedVV10lqeWNbNINwwPNuMfP+vsuuWn3+1uaWNqiHWr0elX29Ukd2rZZZ44c1Pi77tFN0zr+UKKj3GWlevuflqq28qwSBg/VbZn3Kzo+XiUnjqnkxLFzza8r5PP5dPZMgSTplrmZmjhnbpePpeXh2kod273joseEWcNliYiQ1+2W39esgSNv1I+f6pq4J7W8ES84sE+nvszV0Z3b5akokzk0VFPm/0OgZ9bJvbl6/7e/Cszcj4pxasDwkXIkuOT1uGWSSckjR2lIxvirWjXQekxff7VXBQf3KT5tiOIGpio8MuqKe0fhyvn9Ph3dsU2FeYdlDg2TI94la2SkTGopq2YKCdGA4d++4plwde5qffS731xwhuN5nS3ZdTWa6utVfvpr2Z1xMoWEXPVEhI7wetzK+2KHCg58JXNoqCwREYqKiZXh9yssPFzDJk3ulnF0RmO9VxtffD6wWqG1xBuGq+T4Mfl9zZ2eWXwl4/A1N8tqi+jSBGpZ/in9dcMHKso7rJT00br1Jz+96pVQR3d+ruO5u+SpKNPpQwfaJKvNYWFa+OzLV9RPy9fcpKM7tunTP7wUSML1cyUqKiZWCYOHKCYxWSnpN8oe2197Nv5ZW9asvuB5Qq1WDRk7XhPnzL2mTaKDlWEYnfp9dOKvu/Xeb38lw+9XXMogzfxfj8uZlCy/z6fmpsYL1t7P/eg9bX7rdUktD+hvX/CgvjV+Uoe/v7u8VH/5cL3cZaWBBILXXS2/36/4QYNljYhQXEqaEgZ/SyEhZtnj4rrkd/mVOJ67S/s/+1TFx44Eyj6aTCG6a+mT+ta4CVd9fsPvV211leqqq2QODZOvuUmhFotiXElt3scZhqHKokK5y1v69Bzakt2uDGVrEY5+GjjyRqWNydDwW6Z024PW/Zs/VfYbrwQetl/OpVadXExVSbGqSooUEmJWUd5hNXrrFBZuO/cQPDJwT/hff3hZ9TUeJQweqjv/caliEgfI7/ep5MQxeSrK1VhXp/LT+cr9cL2skZF6aNX/7ZK/p/raGpWePK5jf9mpgznZbVY+XG1Zq/P8fp8KDx9SfV2tBgwboWO7dwae6UQ5Y2UJt8lTUX7BfwdzaKjGzbxH42be3aHyVQ11dSrPP6WPX/lXVRYVKn7QEE28Z65CwyyyRkapKO+INr/12lWVNO4uvuZm7dn4Z/11wweXLAlpjYzUjd+fJnOYRdaIiMDqXEtEROBnxGa3yxwapjCrtaW8ntcrc5hF0f3jZY+Na6lccK4vKu8Rgl/QJE8k6aWXXtKKFStUVFSk9PR0Pf/885oyZcplX0fyBMGu8OghffH+n1R45JCsEZGqOVvRsiPEJLszVrf+ZIFumHBLzw6yh1UWndHqxx6S4ffrlh//N429c5bcpS3L+c8cPqgTe3arqqgwkHy4/b5FuumOGV32/X3NzSrY/6UaG+plsYarqrRERUcPqeTkcfmamtTPlaghGRM0dMLNnX6w4ff7VFVcpPKCr2WxRSh2wMBzzcQ88tZ41OitU9LQEVc1UwboCs2NjSo5eVxhVqv6pwzqdFmG3qj01An98VdPdmiZd/9Bg/WTf17R4dmhV8owDB3Y/KmO7twmwzAUEhoqszlUxSfy2s12s9g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      "text/plain": [
       "<Figure size 2000x600 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_vertical_eog():    \n",
    "    fig, ax = plt.subplots(len(Ts), sharex=True, sharey=True)\n",
    "    colors = plt.rcParams[\"axes.prop_cycle\"]()\n",
    "    for i, T in enumerate(Ts):\n",
    "        ax[i].plot(T, color=next(colors)[\"color\"])\n",
    "        ax[i].set_ylim((-330, 1900))\n",
    "    plt.subplots_adjust(hspace=0)\n",
    "    plt.xlabel('Time')\n",
    "    return ax\n",
    "\n",
    "plot_vertical_eog()\n",
    "plt.suptitle('Vertical Eye Position While Writing Different Japanese Sentences', fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Consensus Motif Search\n",
    "\n",
    "To find out, we can use the `stumpy.ostinato` function to help us discover the \"consensus motif\" by passing in the list of time series, `Ts`, along with the subsequence window size, `m`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found Best Radius 0.87 in time series 4 starting at subsequence index location 1271.\n"
     ]
    }
   ],
   "source": [
    "m = 50  # Chosen since the eog signal was downsampled to 50 Hz\n",
    "radius, Ts_idx, subseq_idx = stumpy.ostinato(Ts, m)\n",
    "print(f'Found Best Radius {np.round(radius, 2)} in time series {Ts_idx} starting at subsequence index location {subseq_idx}.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, Let's plot the individual subsequences from each time series that correspond to the matching consensus motif:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "consensus_motif = Ts[Ts_idx][subseq_idx : subseq_idx + m]\n",
    "nn_idx = []\n",
    "for i, T in enumerate(Ts):\n",
    "    nn_idx.append(np.argmin(stumpy.core.mass(consensus_motif, T)))\n",
    "    lw = 1\n",
    "    label = None\n",
    "    if i == Ts_idx:\n",
    "        lw = 4\n",
    "        label = 'Consensus Motif'\n",
    "    plt.plot(stumpy.core.z_norm(T[nn_idx[i] : nn_idx[i]+m]), lw=lw, label=label)\n",
    "\n",
    "plt.title('The Consensus Motif (Z-normalized)')\n",
    "plt.xlabel('Time (s)')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is a striking similarity between the subsequences. The most central \"consensus motif\" is plotted with a thicker purple line.\n",
    "\n",
    "When we highlight the above subsequences in their original context (light blue boxes below), we can see that they occur at different times: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x600 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plot_vertical_eog()\n",
    "ymin, ymax = ax[i].get_ylim()\n",
    "for i in range(len(Ts)):\n",
    "    r = Rectangle((nn_idx[i], ymin), m, ymax-ymin, alpha=0.3)\n",
    "    ax[i].add_patch(r)\n",
    "plt.suptitle('Vertical Eye Position While Writing Different Japanese Sentences', fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The discovered conserved motif (light blue boxes) correspond to writing the Japanese character `ア`, which occurs at different times in the different example sentences."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Phylogeny Using Mitochondrial DNA (mtDNA)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this next example, we'll reproduce Figure 9 from the [Matrix Profile XV](https://www.cs.ucr.edu/~eamonn/consensus_Motif_ICDM_Long_version.pdf) paper.\n",
    "\n",
    "[Mitochondrial DNA (mtDNA)](https://en.wikipedia.org/wiki/Mitochondrial_DNA) has been successfully used to determine evolutionary relationships between organisms (phylogeny). Since DNAs are essentially ordered sequences of letters, we can loosely treat them as time series and use all of the available time series tools. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading the mtDNA Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "animals = ['python', 'hippo', 'red_flying_fox', 'alpaca']\n",
    "dna_seqs = {}\n",
    "truncate = 15000\n",
    "for animal in animals:\n",
    "    dna_seqs[animal] = pd.read_csv(f\"https://zenodo.org/record/4289120/files/{animal}.csv?download=1\").iloc[:truncate, 0].values\n",
    "    \n",
    "colors = {'python': 'tab:blue', 'hippo': 'tab:green', 'red_flying_fox': 'tab:purple', 'alpaca': 'tab:red'}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Clustering Using Large mtDNA Sequences\n",
    "\n",
    "Naively, using `scipy.cluster.hierarchy` we can cluster the mtDNAs based on the majority of the sequences. A correct clustering would place the two \"artiodactyla\", hippo and alpaca, closest and, together with the red flying fox, we would expect them to form a cluster of \"mammals\". Finally, the python, a \"reptile\", should be furthest away from all of the \"mammals\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(ncols=2)\n",
    "\n",
    "# Left\n",
    "for animal, dna_seq in dna_seqs.items():\n",
    "    ax[0].plot(dna_seq, label=animal, color=colors[animal])\n",
    "ax[0].legend()\n",
    "ax[0].set_xlabel('Number of mtDNA Base Pairs')\n",
    "ax[0].set_title('mtDNA Sequences')\n",
    "\n",
    "# Right\n",
    "pairwise_dists = []\n",
    "for i, animal_1 in enumerate(animals):\n",
    "    for animal_2 in animals[i+1:]:\n",
    "        pairwise_dists.append(stumpy.core.mass(dna_seqs[animal_1], dna_seqs[animal_2]).item())\n",
    "Z = linkage(pairwise_dists, optimal_ordering=True)\n",
    "dendrogram(Z, labels=animals, ax=ax[1])\n",
    "ax[1].set_ylabel('Z-normalized Euclidean Distance')\n",
    "ax[1].set_title('Clustering')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Uh oh, the clustering is clearly wrong! Amongst other problems, the alpaca (a mammal) should not be most closely related to the python (a reptile).\n",
    "\n",
    "## Consensus Motif Search\n",
    "\n",
    "In order to obtain the correct relationships, we need to identify and then compare the parts of the mtDNA that is the most conserved across the mtDNA sequences. In other words, we need to cluster based on their consensus motif. Let's limit the subsequence window size to 1,000 base pairs and identify the consensus motif again using the `stumpy.ostinato` function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found best radius 2.73 in time series 1 starting at subsequence index location 602.\n"
     ]
    }
   ],
   "source": [
    "m = 1000\n",
    "radius, Ts_idx, subseq_idx = stumpy.ostinato(list(dna_seqs.values()), m)\n",
    "print(f'Found best radius {np.round(radius, 2)} in time series {Ts_idx} starting at subsequence index location {subseq_idx}.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Clustering Using the Consensus mtDNA Motif"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, let's perform the clustering again but, this time, using the consensus motif:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "consensus_motif = list(dna_seqs.values())[Ts_idx][subseq_idx : subseq_idx + m]\n",
    "\n",
    "# Extract Animal DNA Subsequence Closest to the Consensus Motif\n",
    "dna_subseqs = {}\n",
    "for animal in animals:\n",
    "    idx = np.argmin(stumpy.core.mass(consensus_motif, dna_seqs[animal]))\n",
    "    dna_subseqs[animal] = stumpy.core.z_norm(dna_seqs[animal][idx : idx + m])\n",
    "        \n",
    "fig, ax = plt.subplots(ncols=2)\n",
    "\n",
    "# Left\n",
    "for animal, dna_subseq in dna_subseqs.items():\n",
    "    ax[0].plot(dna_subseq, label=animal, color=colors[animal])\n",
    "ax[0].legend()\n",
    "ax[0].set_title('Consensus mtDNA Subsequences (Z-normalized)')\n",
    "ax[0].set_xlabel('Number of mtDNA Base Pairs')\n",
    "\n",
    "# Right\n",
    "pairwise_dists = []\n",
    "for i, animal_1 in enumerate(animals):\n",
    "    for animal_2 in animals[i+1:]:\n",
    "        pairwise_dists.append(stumpy.core.mass(dna_subseqs[animal_1], dna_subseqs[animal_2]).item())\n",
    "Z = linkage(pairwise_dists, optimal_ordering=True)\n",
    "dendrogram(Z, labels=animals, ax=ax[1])\n",
    "ax[1].set_title('Clustering Using the Consensus mtDNA Subsequences')\n",
    "ax[1].set_ylabel('Z-normalized Euclidean Distance')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now this looks much better! Hierarchically, the python is \"far away\" from the other mammals and, amongst the mammalia, the red flying fox (a bat) is less related to both the alpaca and the hippo which are the closest evolutionary relatives in this set of animals."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary\n",
    "\n",
    "And that’s it! You have now learned how to search for a consensus motif amongst a set of times series using the awesome `stumpy.ostinato` function. You can now import this package and use it in your own projects. Happy coding!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Resources\n",
    "\n",
    "[Matrix Profile XV](https://www.cs.ucr.edu/~eamonn/consensus_Motif_ICDM_Long_version.pdf)\n",
    "\n",
    "[STUMPY Documentation](https://stumpy.readthedocs.io/en/latest/)\n",
    "\n",
    "[STUMPY Matrix Profile Github Code Repository](https://github.com/TDAmeritrade/stumpy)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
